{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias ANVISA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANVISA/option2/anvisa-option2-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANVISA/option2/anvisa-option2-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 2: 30 tópicos, algoritmo LDA, API Mallet, alpha 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4574</th>\n",
       "      <td>5119970</td>\n",
       "      <td>Anvisa</td>\n",
       "      <td>http://portal.anvisa.gov.br/noticias?p_p_id=10...</td>\n",
       "      <td>2018-03-02T17:20:00-03:06</td>\n",
       "      <td>Importação de medicamentos para doenças raras</td>\n",
       "      <td>Nota de esclarecimento  A Anvisa esclarece qu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4575</th>\n",
       "      <td>5119969</td>\n",
       "      <td>Anvisa</td>\n",
       "      <td>http://portal.anvisa.gov.br/noticias?p_p_id=10...</td>\n",
       "      <td>2018-03-02T17:59:00-03:06</td>\n",
       "      <td>Anvisa quer regulação específica para suplemen...</td>\n",
       "      <td>Regulamentação  Atualmente, o tema é foco de ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4576</th>\n",
       "      <td>5124259</td>\n",
       "      <td>Anvisa</td>\n",
       "      <td>http://portal.anvisa.gov.br/noticias?p_p_id=10...</td>\n",
       "      <td>2018-03-05T14:50:00-03:06</td>\n",
       "      <td>Acompanhe a 5ª reunião da Diretoria Colegiada ...</td>\n",
       "      <td>Dicol  A pauta traz a proposta de Instrução N...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id website                                                url  \\\n",
       "4574  5119970  Anvisa  http://portal.anvisa.gov.br/noticias?p_p_id=10...   \n",
       "4575  5119969  Anvisa  http://portal.anvisa.gov.br/noticias?p_p_id=10...   \n",
       "4576  5124259  Anvisa  http://portal.anvisa.gov.br/noticias?p_p_id=10...   \n",
       "\n",
       "               publication_date  \\\n",
       "4574  2018-03-02T17:20:00-03:06   \n",
       "4575  2018-03-02T17:59:00-03:06   \n",
       "4576  2018-03-05T14:50:00-03:06   \n",
       "\n",
       "                                                  title  \\\n",
       "4574      Importação de medicamentos para doenças raras   \n",
       "4575  Anvisa quer regulação específica para suplemen...   \n",
       "4576  Acompanhe a 5ª reunião da Diretoria Colegiada ...   \n",
       "\n",
       "                                                   text  \n",
       "4574   Nota de esclarecimento  A Anvisa esclarece qu...  \n",
       "4575   Regulamentação  Atualmente, o tema é foco de ...  \n",
       "4576   Dicol  A pauta traz a proposta de Instrução N...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANVISA/anvisa_export_final_order.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias: 4577\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','tais','quais',\n",
    "    'nº','nº',\n",
    "    'nao','ja','tambem','porque','ainda',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'getdata','clique_aqui','feira','ml',\n",
    "    'anvisa'\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data if not pd.isnull(sent)]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 10960\n",
      "### No total de palavras: 539901\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=5, no_above=0.95)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=1,\n",
    "                                             iterations=1000, \n",
    "                                             topic_threshold=0.5,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('anvisa-option2-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el553591121855605446332662883\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el553591121855605446332662883_data = {\"mdsDat\": {\"Freq\": [1.939572934935506, 4.6235795092869685, 1.1435608319457322, 1.6268783602103667, 11.662925120002274, 1.153119895134342, 2.0538207352258047, 3.5945701920437787, 2.365910138055714, 2.22265342042419, 1.0336250927032309, 6.46793764438251, 1.204187915497491, 3.471858144582513, 5.595016927675605, 4.766678338715661, 2.521021723011079, 1.4486697539426818, 1.384504704954566, 2.1279249625993444, 4.348898077453474, 3.4224284022007416, 2.2735013872483236, 1.5261058789743935, 8.716330141461711, 2.3451855641686903, 2.5153823860178353, 9.117233756566758, 1.763463399635425, 1.5634546609432889], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30], \"x\": [-0.028783259765214196, 0.06997661480560066, 0.0117886337369254, -0.06921995697929104, 0.24659432432803333, -0.018597475105669205, 0.010361542868824198, -0.07488466827871601, -0.029011043512693444, -0.01155146827580854, -0.0405956201825834, -0.07197114046333643, -0.017159864085721066, 0.0976083897648055, -0.12161853147933577, 0.1349476221650774, -0.05472791285101509, -0.00942112571022698, 0.01588828333326683, -0.03813490948509785, -0.011686546631854113, -0.01086469400160962, 0.02556479065925443, -0.02358458430357101, 0.10749076059397948, -0.04791031447143585, 0.0529387726738855, -0.09251267263455609, -0.020584816524677474, 0.019660869812761755], \"y\": [0.06375686265800716, -0.03985695258712666, -0.05436298640142807, 0.025133169922861194, 0.10322827204548765, -0.08722218293343231, -0.04702786096268033, 0.04081891280640325, -0.04386117912045631, 0.08872602204593032, -0.008429705779533728, 0.026739873343055408, 0.011867354343363936, -0.07967399017497986, 0.1211810149687591, 0.06637017859824668, -0.05131829717819284, -0.06858444343082369, -0.07437136081314694, 0.004280982914875841, 0.02923315948834426, -0.012529202190793209, -0.09402294690032402, -0.00025976762354277996, 0.07680479204825137, 0.054436638415937606, -0.008885927876637688, 0.07261785391559818, -0.07102851053822623, -0.04375977300379675]}, \"tinfo\": {\"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic19\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic20\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic21\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic22\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic23\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic24\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic25\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic26\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic27\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic28\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic29\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\", \"Topic30\"], \"Freq\": [2367.0, 4354.0, 2694.0, 2133.0, 1572.0, 2576.0, 4721.0, 2928.0, 2831.0, 885.0, 1560.0, 1532.0, 2090.0, 1267.0, 2102.0, 1016.0, 590.0, 2219.0, 3348.0, 779.0, 1179.0, 421.0, 887.0, 555.0, 1501.0, 486.0, 1060.0, 911.0, 687.0, 1199.0, 97.6581986152192, 51.56532095971833, 31.731928233946313, 30.0395253998282, 21.944482088658244, 51.114303290760645, 24.503630556034665, 28.739262391760676, 17.346717668064574, 250.70919346437591, 24.51758722307861, 17.023698346180854, 18.551572486771768, 15.562942525138045, 21.517508653603816, 14.009034588256682, 13.119096243113816, 13.184800387667329, 66.8054572835168, 46.92843564172446, 10.579930736049613, 12.737432840366754, 10.540828538867103, 24.978975242149474, 11.863594821492915, 10.553922975275484, 8.524757735906482, 26.247931466709066, 8.056008940571628, 8.02295123120762, 30.934852070675717, 24.06907093627754, 102.70713290997594, 30.062198191988106, 38.02137770124328, 120.57646776710685, 30.88972157405961, 41.06464885699616, 85.00929887883996, 69.30763519957185, 68.05311245025072, 77.80312245416864, 40.17437596996721, 35.53065666132742, 62.17447745437302, 35.876700190308426, 47.751808835506786, 89.16215312012393, 37.64489990674131, 37.67756173748666, 68.87577255325105, 38.875867449916214, 50.29660654605369, 37.71413341354491, 45.2054572134653, 39.32455372512096, 48.62343900017299, 43.15673953401198, 37.18883780336319, 230.49460489436876, 65.16168635616287, 33.82569446227036, 42.29528430004296, 57.95209302841664, 32.992631118021684, 35.04503183031997, 22.80671478530222, 35.186327577854925, 20.714899037487342, 73.64298942568601, 20.767641924677072, 25.854075471865816, 22.96855946126806, 17.85113602319475, 18.618925123548678, 23.644617019242997, 20.779880609079914, 24.320071306751892, 16.45356615778699, 15.694317305120064, 62.249563085627976, 15.009471649939004, 40.04602148533145, 14.318465843403365, 15.031437515204276, 25.761361581458942, 13.59214746474478, 22.26409423596494, 20.816404759504984, 62.278937237909794, 70.17657324238725, 73.00665051780571, 64.32357166020255, 37.28727447595845, 128.9464433161753, 50.9018384368456, 72.97329952217905, 34.416373205080966, 45.13870004572824, 100.90046085471633, 75.28284783264527, 290.6928270051085, 71.55049598660197, 54.428066436739975, 59.39684759670882, 239.7661374780935, 289.2598850559828, 266.35209344363426, 138.78698762221808, 100.16896952720164, 178.23124154609823, 67.99166891477617, 62.28465564881727, 101.52983139667502, 70.96962046466962, 95.90096755519617, 87.31017135897726, 71.59998698701874, 99.48280865837222, 70.97942847782781, 68.04360318866514, 125.30374692091414, 36.768136748165645, 29.801462495661532, 26.608092695403087, 16.763231718427935, 49.34467653511607, 14.845568986460224, 14.543541251796764, 24.047117131413582, 24.064082921420102, 13.227951232408053, 13.025901306322817, 10.77707093344772, 10.764297961999471, 10.110644037279993, 9.81566309866125, 9.15089227087145, 11.065417326566193, 8.864506998945805, 16.4471134911098, 7.021072778444415, 7.027395409360667, 9.474456117728893, 6.662534812322426, 14.54453508983161, 11.352842936711472, 6.633250171667413, 6.048718517101274, 13.96852320844482, 70.88049565463547, 21.525324699891147, 24.068128923843886, 72.17989282836025, 101.28458835844928, 61.714552005996836, 25.912882154594172, 38.63459745428479, 18.29493408118893, 16.785624774811186, 17.725381656473747, 21.50123988343167, 13.895778243882242, 16.17919627208563, 19.623855851417215, 21.201588247083013, 15.49791082620803, 16.119399101959807, 14.86241617348127, 14.589980758135098, 37.39825645078148, 21.99787991046803, 77.03471887088564, 13.210690889391719, 12.087618498129515, 11.061920456489208, 11.752159400081842, 18.418642497401926, 8.822416875238739, 11.401458332335505, 41.86190431588636, 8.070732458489898, 7.79368180841435, 7.360323101251376, 7.356052697098501, 15.731977378360225, 14.643731619320917, 8.054218143915, 8.08191044109344, 8.13894057849187, 6.609234731424848, 13.2337816120006, 7.6545447048238895, 13.568607091383516, 6.207874414428084, 6.222203842371492, 8.474055647759293, 9.229173099109035, 6.97171962531529, 5.636820859379424, 11.374995405321705, 23.526207575711798, 19.09103368442123, 11.364852584806728, 139.42987989178263, 63.835241913446616, 12.485378671895532, 61.20991696968627, 29.673020322968366, 23.109048502920842, 27.493730303408654, 14.327213474984942, 33.321152586417234, 176.8403651620736, 25.29889099931345, 41.86140043347434, 67.52442802408387, 28.643308859152746, 29.67470364564617, 27.845744617100106, 31.540670306723484, 17.240864103297294, 27.884556716026907, 33.74952087195802, 22.30890103616454, 25.30684916292662, 31.860044397991537, 38.530539320294956, 30.0686800291372, 32.674612875181914, 30.86112258025619, 26.04238185672622, 22.03474646642868, 326.8121270738562, 203.31092142073675, 705.2035130766765, 259.0976049933523, 238.75533621226734, 153.69789734316296, 286.89928321008597, 247.29488445111974, 132.10400470583747, 170.97091717183673, 1116.6880037635656, 238.59110863061804, 116.09002628681067, 124.48762211809941, 872.5696278488399, 90.2632009430223, 298.8861695778127, 707.0729782059962, 87.12557361356598, 425.60695831332316, 99.9194472917199, 393.35240692470535, 75.33436464055625, 78.27241560989336, 70.8754367007599, 70.83326284456484, 457.83520213095073, 1261.846825059451, 68.93399797518505, 83.75424647592945, 2120.57572397668, 475.0308133592266, 194.50294952228833, 522.3247262282588, 139.90949764193059, 741.4225354866041, 1605.4098983931972, 324.61967555224254, 545.0420733050374, 912.4066282381376, 448.0215088731861, 469.6896720156186, 1494.9122198102846, 755.442754114295, 255.75834764033948, 536.1949629909665, 619.0147658957987, 585.6147171101755, 343.85630565192577, 334.17482226457093, 267.7600139912004, 327.90075543126727, 281.4981671412449, 196.58674299257575, 193.90507905436112, 195.54014914194772, 204.91343998228982, 91.39861526572406, 89.7238013554387, 89.6840366726026, 69.87781520557799, 54.712821772166095, 35.98124151712388, 19.491072196359827, 13.832653138167371, 18.12274288394319, 84.34066080528542, 19.136129803137408, 9.822042933339503, 5.669672960697002, 5.715165399761569, 6.011222818099223, 9.431594613494516, 5.049841417365413, 6.738099088666188, 4.7016928023741364, 7.052445641087704, 4.377433621788816, 20.804731935162767, 4.710234457356505, 5.027199516211015, 5.785492617166999, 3.708514252994663, 63.132827886596424, 9.728018243563824, 17.772291582081866, 16.481783447668086, 13.839092016909365, 10.402783175774738, 15.78528165381973, 16.82745298107825, 13.427114925196747, 10.434592140278042, 9.46076613857627, 9.802946516634451, 11.05027883464456, 10.062979933767258, 67.32039248538912, 45.12701206538996, 80.16943168763324, 33.66156619098444, 23.89473318979444, 49.58147197550138, 73.48394890466327, 29.723778447484182, 21.25845628659525, 37.643495515625986, 75.24641555348839, 49.633533993236156, 27.513399224837336, 62.43415210241908, 48.17779096483521, 19.993505131639957, 31.92026014710035, 15.431935132220515, 14.181442768436849, 13.68071848647238, 16.89633944972472, 21.73434129060075, 13.255854856465715, 11.893493924612146, 34.98380469463036, 11.081375216208055, 10.168216589262126, 10.568826299047844, 9.265608852276287, 31.871043176861228, 28.80059428347185, 752.3443738444975, 45.16866028264153, 36.73542461313664, 42.11948479109064, 23.004914245098632, 92.53205463869658, 51.29381887343428, 41.1666695160819, 82.36837865036705, 61.21332354546504, 63.27437927722892, 46.917635531428196, 42.56308555375411, 30.9371584113701, 32.30470527828497, 36.74965090514869, 32.26879512341456, 31.531100565734917, 52.29545269180365, 49.85013514450739, 52.364869013752546, 46.92427807216285, 334.7642167950426, 29.899656879838123, 245.89379736850964, 51.78461303436657, 26.185892449755457, 26.740617723907107, 31.68779981403828, 23.759462345983458, 44.40266960490424, 23.092735062210664, 22.511209129515088, 24.32935265134268, 34.13981427791725, 21.371778556785696, 21.258776968842632, 19.555168398231242, 27.344860803764096, 18.227848437486383, 38.92012743512131, 17.74525518446475, 60.83941730418927, 21.25294425084427, 65.77057471161676, 25.559707369419257, 144.86930398978487, 22.41934394937075, 60.8012853355859, 62.665998447566956, 74.77166557625961, 86.37418937648333, 87.1329829955595, 95.50872366234566, 43.810272043547776, 290.9428592655138, 126.6822294971161, 110.81262786543479, 37.71755644821264, 40.73752449123999, 209.40254362608684, 277.5344565618995, 90.00063744709415, 91.31241799345331, 89.39557375754546, 228.2736271689049, 59.02680243776213, 70.65065659856076, 70.54764142358422, 69.28137193372905, 73.5564539845003, 63.38673818506996, 54.12779727200627, 170.14713095067225, 96.82444972244498, 38.43654752572509, 44.19135854724494, 31.346133678656088, 29.470041843849884, 24.096972118013948, 19.40618941491261, 19.40535003364593, 37.522613598339824, 15.591711395929389, 14.199636725622874, 16.561227204971452, 95.3677529535706, 12.789939382575085, 50.24688230507159, 13.307614019176667, 19.90935808718483, 13.351335884646842, 10.85922871475579, 10.520778504943566, 10.875059933061038, 10.888012096571789, 19.829746388324104, 26.567407708063953, 10.455061609820394, 14.671515055486351, 16.136407150561336, 10.485764882803593, 11.85458397348945, 44.555314299925016, 18.98412383328337, 16.60060461574636, 112.84186362676263, 56.92418882054715, 68.76893611022538, 71.18753053291252, 32.759073183907006, 34.1061036864883, 36.06085268920159, 63.01800133621276, 41.64702898821633, 64.53115393025664, 45.46904103875233, 62.62446118698596, 77.75680692941789, 41.78698345007043, 44.57287765632226, 53.137223476818654, 42.189578204828, 46.419296608046764, 64.95527949621228, 47.375299703018854, 45.996543708203724, 38.84766315211725, 44.575605414476364, 41.61732673966205, 39.40115888366259, 332.409302976211, 162.64779719171537, 75.1725079276511, 37.63297256664328, 59.775507955222885, 99.6599802079321, 46.68143061380438, 26.17594094115116, 23.948824021965798, 32.62988181457108, 26.754359026282405, 25.785303994876635, 20.999747404984817, 20.88472006502515, 19.861785683618418, 25.400249431695066, 33.129777518655146, 19.04174988390349, 36.771326911172416, 16.701995147590615, 17.207235388702976, 16.815103358673067, 19.448524301111046, 269.0963122229597, 37.52196710310405, 17.177125691739032, 22.70970510449836, 11.75985816025094, 11.83607743758964, 47.61949263974578, 34.86777735681927, 77.92076896609504, 66.2097049890035, 42.15863791674653, 46.20854801724825, 25.824207504465164, 112.77733976371371, 33.99014882495071, 51.60002598794749, 102.4168199600561, 53.387710574705444, 78.34471337273723, 34.46417196395065, 48.52588373886858, 110.53638024786981, 103.27288641910195, 87.3892201313286, 83.40809826293024, 46.18229711069404, 51.21081638051822, 76.603602095355, 36.20125301138397, 36.72349131756925, 31.63156590208354, 14.84453424254471, 11.93704587208959, 8.308977995511537, 7.4288728479772566, 7.155129256163806, 8.868311098446103, 7.690675928831508, 5.968886095314765, 5.696446166139227, 6.837274384525751, 28.52714996431742, 6.624314816498826, 7.683080185667763, 7.133887493896094, 6.888930705794739, 7.435334562822387, 7.974215489369821, 4.865468277727357, 4.840507820325995, 5.164252856143278, 27.972627076654874, 4.53993489248326, 7.701838586012713, 4.256042569141586, 4.291736457285221, 5.97376379266577, 4.256814957040879, 6.860376578788685, 4.564744251058792, 6.852963423611823, 7.677154796714537, 13.067810309309843, 12.287337393771505, 15.334629825222152, 10.539355686679352, 22.73490498274784, 10.014694418700094, 13.653834252407838, 27.06224623503065, 8.244666977925226, 7.70925780490253, 13.058892033011709, 22.31083637996239, 13.099582103501627, 10.862016640667324, 21.92858788926302, 17.711482107132543, 35.875641219904516, 17.14421320375856, 20.86538772308026, 14.808012388221693, 23.09388126495821, 19.910641302563043, 13.084524994284612, 18.229278902629673, 13.429398099852053, 19.676273463322616, 12.854312024236165, 11.136919183705642, 12.30358993711228, 11.139542367868955, 163.95778248285114, 119.47105649564925, 146.19613693221996, 152.25504989988474, 131.66408739317038, 73.8692245827135, 74.83641679230267, 70.53174010961237, 74.9567760175113, 75.60394769846121, 351.06481064913794, 64.1049808121128, 41.21774075203921, 100.7481605268047, 40.799561918564834, 41.03306172929015, 37.45850604169973, 44.49704522183937, 228.11669687112274, 35.71190120954095, 31.9877138814119, 33.095320705574636, 35.762055076007876, 29.402575166283974, 47.02796264475346, 28.404354376493803, 35.59654254256763, 37.39024988934369, 26.0052435942838, 27.674082315074852, 106.10710567526345, 40.103688602852365, 111.4339983505842, 210.31238205588528, 57.83967151451763, 46.3295538675066, 58.7936708279136, 638.7680403964665, 87.2987960166578, 91.77465867970065, 93.48589985135817, 273.50528047491315, 164.79577305966208, 123.80214662202803, 204.05222507634522, 335.8779660711653, 113.9678263404385, 92.58425857100994, 123.12307920461379, 126.5340664162344, 108.56089264483087, 101.53032830523459, 115.81405246886702, 100.7644663184973, 103.37598497039639, 90.839059551017, 113.22870514675067, 95.26948084398545, 105.2526320918439, 20.35693848454443, 20.063029735273986, 112.26298879498043, 15.861500551909476, 12.09960216975557, 17.809171189407078, 12.147726022503656, 13.04821469803743, 35.97220519844112, 9.18184776760231, 7.988960291034015, 7.915501210133656, 9.85858020404163, 10.229636427342964, 6.999365180835356, 12.788983065187654, 6.9525175259442165, 21.648634063058903, 8.341092289296169, 6.039909787512416, 23.566861217610857, 5.755585953699298, 11.416052453398452, 29.266876141201926, 7.001328044578517, 14.948895755057913, 5.682502430503133, 10.16052390329337, 8.884518730724475, 5.1034287285431805, 11.432963109907128, 22.291613496067757, 15.863814837491, 25.759093869324513, 11.453079240625875, 17.829814614301817, 91.56269350077984, 37.85718566794278, 29.862795756558604, 23.81189753917066, 34.96943461751444, 42.96079784881598, 50.89194541231755, 24.74627438518643, 58.48314768181741, 33.082094069641485, 25.7465712115157, 30.578622594149376, 29.55634370666063, 27.314366650294026, 19.710597443013253, 20.95525148920023, 20.093600459855082, 18.82973181591997, 20.031384729562916, 18.431705178788114, 18.45801448249434, 107.85547304972502, 428.64777389682274, 39.96425315066838, 39.374410013532945, 192.50588345759004, 23.632919878587707, 24.28432725928922, 20.58924074237522, 25.482642169510342, 19.33922351025803, 20.047555228372428, 85.26211382572906, 19.93619671139628, 20.006718349390137, 19.312407322528728, 22.939411028458654, 19.998408706854704, 18.19128285896023, 80.52498176669246, 17.477923414020157, 16.902738426641843, 24.246198371979933, 27.85101173802456, 28.3832836780951, 42.94029576986124, 100.53295142060887, 15.11690923389482, 103.49896320878065, 14.499209799270895, 14.615359504598915, 646.442418121823, 59.9230164441757, 56.92169835276964, 38.154203736749245, 56.89078937347417, 358.4193394383418, 61.70587562876463, 57.44611072725405, 105.32761989281006, 52.73022482030343, 31.362004478231363, 269.97745452414546, 162.29837338121322, 222.79444620053238, 107.64947365727086, 42.42350113604552, 131.31441082594648, 46.546964482727496, 69.07343296851452, 38.09794498959599, 59.3062791056663, 57.00519201689847, 60.56333253004483, 70.22970480034124, 52.6977074837908, 57.51670193067862, 52.003817219746104, 47.10639052119545, 88.84630348153746, 158.68058536371186, 126.28973263085523, 44.048317698499275, 42.331839872618126, 45.62337203313971, 40.607459285891714, 76.46509009283962, 37.40547717957235, 38.171814268926425, 31.55045471045972, 130.40591399242012, 55.712622056565706, 35.70693340421347, 24.03093644877556, 24.032064495240288, 64.73139160319718, 75.46520046453803, 21.52983902090781, 21.447101132704628, 34.796083360055285, 34.88112300074819, 19.93453880876995, 76.46755154497018, 20.703244097252423, 18.3538351423631, 30.72551954770227, 18.2821616146267, 18.16033196304632, 22.41558847862864, 102.97677931864963, 1237.8398182982176, 74.00762378554589, 58.91726540082814, 145.3744888974924, 105.50901506657509, 1063.2112397543358, 64.06036955493482, 767.6934630676094, 200.45086101789414, 1230.2035550185565, 196.27946813854842, 100.34639014032543, 170.27666356416069, 221.6755146816852, 161.1646630459161, 124.58619058282694, 210.15818161804825, 88.09957391277413, 148.66648494468024, 110.47672502695241, 163.64826463719172, 84.82842896304176, 150.3771436514919, 132.1133030692311, 94.78180006490805, 99.69011492254447, 94.02373053886235, 83.83438305371442, 86.06099543999925, 66.72054792380331, 49.841095848261105, 34.74821100447414, 75.73412694409552, 32.00407747941844, 50.63932888435795, 30.702846728313155, 29.164337138203866, 78.44183834681814, 72.3400224195305, 33.42115524224709, 25.90299078550914, 64.88780939006435, 241.55013906229922, 23.894848221941864, 35.6151383500747, 19.131355238136734, 75.06530343215658, 37.65559904050571, 17.802229723250594, 16.993040760213496, 41.56438326857472, 19.811695740313297, 15.672289366187465, 43.092544437811576, 67.56866113514695, 23.808267316601412, 21.16757130487567, 30.60953031909644, 40.21599402090764, 49.0234177284982, 70.15116106601846, 126.845095868344, 40.847648701777224, 109.0451942296142, 58.668250452664665, 233.99754731362708, 78.40209652807255, 400.5397477585723, 253.08715730053282, 97.59564421941896, 206.03995810244442, 322.77243035323016, 337.7540827155953, 214.9227301390553, 327.45573269839207, 210.72003956846157, 85.97118754374335, 217.70759402326004, 126.1449355369886, 146.71549997393222, 78.3772038296636, 234.00763223567128, 195.11869745898022, 165.72870095513565, 120.66866851528381, 149.383946826666, 90.73457681925412, 101.5736993780893, 127.59937494506592, 105.71843038184093, 95.43513524422322, 87.96812372463842, 83.39157027074786, 65.05200602933039, 55.00308041721669, 105.47121038593316, 50.503877176505725, 47.04162269748385, 34.471544176719235, 33.44332415856976, 32.53502733020511, 22.505795270633275, 66.03470665745134, 24.982861453438655, 126.56340215256574, 48.480398401565864, 21.083794475581204, 20.892226265438442, 19.412108666714737, 24.47566471528555, 43.51174949511628, 40.936265994806696, 44.53519765231249, 23.515053185237647, 18.156617411485698, 14.058858801433662, 13.530354677312568, 16.49084336200418, 15.502277523315241, 14.477071739818014, 16.981560044528255, 11.041400156709638, 29.0809187901478, 38.538490229902976, 27.50565593714146, 187.03046885987794, 111.07970992685098, 51.46317763584715, 80.02900244176134, 556.5600271722045, 145.45061960249905, 118.5393268119306, 44.54345600121154, 140.58028455718792, 67.03090193455147, 71.04667680365151, 56.02116315340367, 42.56458976971993, 38.54016695024796, 36.55943866952707, 42.062335305123675, 54.446951983299435, 39.5713573346066, 38.563060071101816, 175.52845527407118, 76.61923485651849, 68.03147200754881, 40.31239688092262, 32.44831031287864, 57.53343418350811, 18.806378293399028, 79.05846028434668, 16.849999912375747, 13.667099390546024, 14.002911711311643, 11.7624965513118, 11.669277661089117, 11.359214554213684, 18.67071372357486, 10.934673711617052, 40.28252247823357, 12.839064552660897, 9.77711433074084, 9.765973118949054, 9.407010683972656, 9.022008402963463, 19.904827861048382, 15.96592070807525, 10.54735550457411, 8.203216279740001, 8.934505128526368, 35.18690296800901, 16.863024185958032, 14.864511488535811, 28.145930234422345, 43.32498347554062, 25.80149507341727, 15.654127129140385, 26.21111805564487, 21.507269199842344, 19.60704573122031, 44.49698506923958, 19.106907598335372, 42.63794239173871, 85.96035398493231, 37.92153399291813, 26.191482872491918, 21.88525306446297, 35.209457324845495, 25.799321264956873, 21.596615452083658, 19.16137125248444, 20.44257843396477, 203.76822934166668, 117.36676725317707, 32.31459375934677, 29.17709297020447, 30.67934612597218, 22.518879231354376, 37.951333456394984, 18.95431431895036, 18.307299329892217, 16.13371622787238, 14.370883779687613, 35.137634954397726, 14.345375657691253, 26.636033326173187, 11.973564624820042, 11.926135574820616, 14.038538925806211, 12.98453616829586, 9.484720143638253, 9.805130552001874, 11.924052201787344, 8.467058993228369, 7.699410274994947, 8.06142915988323, 12.29940436053718, 8.062039220597518, 13.284161358275377, 7.410882837869305, 6.658228186836846, 12.96567524308464, 27.071530548709585, 9.157905219433445, 14.437749395828282, 88.51861876267525, 20.688490020304293, 39.73802825094794, 32.31118169987745, 33.704806970578105, 27.35987377587486, 21.425784541870527, 37.611866451587694, 27.375990224428584, 30.937102233814077, 39.39413385006914, 20.41135064231129, 38.29599586334314, 22.132327022260995, 30.52955411414952, 17.243924735061945, 20.4225107423667, 17.169763665036186, 37.10918594232382, 35.793355540131486, 35.742651679220145, 47.4968726620554, 27.275760880464436, 25.116928346228118, 24.600492452910164, 22.818639749153828, 46.958909112590455, 17.01233417896419, 16.154306929230483, 16.132198586676477, 14.780399731439266, 13.40595627700478, 18.367415796373415, 45.6673913083385, 13.861521728486995, 14.354616637358047, 21.0042126613192, 11.610322859556266, 13.854862600270415, 15.707389174935747, 27.767499814448342, 11.170843131268906, 22.28533409842844, 10.323658283737185, 10.319913217214383, 10.257300482885416, 13.345156825234332, 9.428913337025199, 40.70390237976095, 71.19945921646297, 23.30771813615174, 16.587897748970494, 81.87366525054627, 94.42596880460937, 34.05179402016605, 28.692647094619506, 26.417789158345624, 111.08831413553, 179.45019709434493, 52.44639113827179, 23.72576645642502, 55.50552252162269, 38.46408595555109, 116.41998588442662, 65.4807109469419, 26.404346332076894, 26.885757809284275, 46.200775983888505, 32.21195758814438, 47.42059579678163, 63.62557658186328, 35.400538198357935, 41.23056828803142, 31.749144364891436, 47.43554318334301, 37.58124881310299, 32.233289263608995, 34.02040854776828, 33.14453744317076, 60.64644043215303, 49.09124243489267, 49.08552586209794, 58.36153537026133, 33.04175455922622, 30.336561382077022, 37.35196880035181, 33.15927193323847, 41.02472480731751, 32.37698720883155, 44.04569447910227, 40.41888144090724, 95.6692921704324, 68.40437558179136, 75.59288701579244, 25.15467688971606, 25.246673544316042, 28.262846783668135, 82.09722839020097, 25.160907293679845, 38.93654319177047, 59.66519958561512, 61.947625945320794, 20.07053428119515, 101.47935614321379, 86.45427582069183, 55.4306860736434, 22.319476953265095, 17.318293099051395, 17.91863578999383, 105.87433250573527, 66.95146908137647, 85.70773973454668, 428.4221614406729, 223.814180507776, 139.06235357726905, 95.1473779682765, 171.310247284189, 114.46436991442985, 373.64106918747626, 128.77007183300157, 79.99197867662451, 135.35496187822702, 92.11971980712835, 69.88550890216585, 66.12545730988674, 131.77546359931898, 149.72379770737828, 78.48056426488733, 125.36426204929906, 175.81655326386849, 129.65573208768328, 84.20228357363867, 106.69183336816646, 102.09916608605266, 81.85431815746263, 71.28590606692642, 73.48107998901521, 32.77813352369611, 68.97875490618111, 30.39386666155805, 20.969280134912445, 17.570461000951738, 15.7649746805836, 15.139323691675973, 15.862742152914551, 21.646276342413167, 15.727190648606838, 13.390436751981124, 21.128865054457965, 11.653595597912481, 14.543817429818509, 11.667721690886589, 12.312566620516685, 11.125586189772571, 10.954153848602575, 21.689572359923513, 22.231540139751605, 11.00285731426537, 56.16428391345328, 15.129956892386097, 37.33412543273709, 14.58331556495206, 11.098976668444775, 33.277472276389666, 20.37254988874635, 19.81471698305759, 10.00167091979346, 34.97508412065268, 64.30322476745944, 42.01457689857325, 81.8905866742233, 105.7263817418198, 114.61488239623989, 48.450443534920694, 127.47191219375262, 45.55491984430273, 68.9858487435973, 51.94522263055991, 71.93550141546791, 69.00926124777786, 40.38799302896374, 130.88446959140802, 78.41524574134236, 216.4688583322279, 50.909726664474476, 85.92337176553855, 48.476625125825684, 70.8445590453244, 56.044146531876734, 66.08481942194959, 58.498126600137425, 57.2569056961691, 42.165254250775874, 41.639820337129756, 44.338844566230215, 41.51466041795951, 44.441001618480975, 42.56179544016849, 121.70030412629262, 55.79382407762893, 47.96975523593647, 653.6011517603108, 44.152158807952624, 23.806031311146562, 23.19924734388419, 43.18930426588232, 25.76798503414882, 21.92678867368213, 35.861426577335585, 25.212182246840896, 19.392645584947676, 31.92052204506188, 24.188799851039217, 18.456375241395595, 20.93945050425068, 18.898695774260453, 17.870375548603178, 18.41288831948, 33.89450598978609, 16.455648586642823, 15.940608859966527, 15.89537235908447, 23.702234654376976, 16.504564868734846, 25.17143209214985, 27.69780685649149, 14.55071101863698, 15.516783083763558, 71.83854858510824, 34.83816260404048, 42.153146955394504, 34.95310264431074, 66.90516943826304, 26.618716309984674, 68.41611235205929, 33.41748997151085, 37.31492167446726, 28.667865712401042, 56.25091483620185, 37.37636148757562, 40.802950379217236, 67.37098455163748, 31.588827527122497, 37.360749356240575, 42.623745043596, 45.52866806259409, 29.112704968100065, 37.831495400119984, 31.425939355156512, 31.136826568024347, 32.44613556635009, 38.95645764707832, 26.447635309967723, 23.856602563059134, 45.894239680430466, 22.0277143249549, 169.74761433855645, 33.7481430248921, 14.296429671020979, 14.346060026633051, 12.112962428486117, 22.76208298289624, 43.408676731809365, 27.18675789918397, 13.27462353308494, 9.51937085569412, 11.036725073162952, 120.57252187605727, 8.446238526720528, 8.43306940961016, 8.46948695431745, 11.408688755512603, 9.888322777437168, 7.737419269904834, 38.56143181448946, 65.0520140047987, 7.713916210616882, 45.951877817655756, 13.91677901082675, 8.148848286488658, 6.272576370322315, 9.894013786918647, 26.82605627428534, 46.361320475861554, 15.102456889211563, 33.46348628719527, 81.54041414187769, 21.259281379222482, 13.233955236558444, 38.233808470429636, 21.367388566655446, 98.12573461368531, 32.322936267875924, 23.120460474303567, 33.02397922519172, 21.310558829920648, 23.89452945263483, 21.708290935268785, 28.356602518696665, 30.86190619346249, 39.655421794632076, 29.717984596264106, 31.926119115336306, 27.19721909452617, 34.87807145804476, 29.46639363205842, 31.590970508588665, 504.20788415120927, 1321.526189594998, 106.79667500648303, 108.16741868438754, 64.90772098315398, 50.83237708374872, 48.557941804321715, 52.892195554489994, 35.198454121031865, 140.0739258755341, 67.04871341024761, 84.82417797105204, 41.73008937124535, 59.461555671549625, 46.13412030602244, 47.39744127040901, 42.70645672785872, 55.21161860959954, 95.79131441273421, 50.813864609543934, 198.13751757265902, 47.33270762459305, 53.873060427202226, 29.71671212675834, 52.84463186005809, 49.63237508598766, 23.126065145925867, 76.19920377386808, 31.81199003293765, 31.9182184012, 146.46318675036525, 159.80624238871366, 242.29654708049893, 154.08505130661658, 1049.7275208851613, 259.84537216535364, 374.4677459515846, 168.52294901689962, 197.23246084191896, 147.54450159205325, 241.08119903183473, 138.79169161053994, 91.37139087795525, 353.5570865976849, 1218.0474929299787, 352.1932546039996, 166.42564843445155, 164.04129826623083, 187.0972746635969, 158.6934913157294, 329.15606943169536, 247.92704841312306, 259.93781615152386, 153.11068443906808, 210.42572105345403, 301.9342523199393, 263.3633230413283, 246.62094141510676, 211.29803132897746, 178.50438472426296, 169.80565594775825, 180.74325258618168, 154.1371948714644, 56.72188371617629, 56.779372009907775, 113.60771131660577, 26.094904316239667, 55.48546428306658, 20.99317132666319, 32.06569973706723, 18.617065596287993, 16.7212918892084, 25.66864683747663, 18.61400231408264, 14.901201992497878, 14.446785341032934, 15.81580558238349, 13.476166815594333, 34.40827667949136, 68.04455329147865, 13.596409598845568, 30.26156580718228, 15.366234561741399, 32.618549219891925, 11.638024571417866, 11.659546795834606, 11.168143148221148, 63.77496620473925, 17.275064178722513, 45.65504815757648, 30.716889080539804, 9.712588327384191, 30.366876986329686, 54.42481789220179, 75.48586314591549, 107.10928750665937, 88.99061787593799, 52.680959234256946, 97.79156600160474, 36.330216144291136, 24.190203813706887, 27.96873207877994, 35.403967350874524, 64.71622094862724, 136.86772609977547, 119.64708992306883, 53.57944575283084, 55.4736278263951, 119.65488299409374, 39.9879958529457, 72.57974818447316, 81.51603091757313, 67.93926868329063, 45.12243532937481, 51.79828651143609, 64.69325667539297, 51.24729327314988, 44.71194150082094, 38.22936223151064, 37.72470135915583, 148.2142006766957, 72.13608355529992, 70.1541466683616, 88.15741061381048, 73.07160780276749, 20.373904214478294, 19.396649056937513, 21.25348714531201, 19.845642768960797, 18.447521535889383, 19.440727043316684, 49.40630291962264, 45.99401356737563, 39.72107407330642, 14.535705499101525, 23.196637790837162, 18.390319435915238, 18.027693958233968, 14.53573737197808, 19.367985586270905, 15.104175619720158, 13.57799165246173, 14.045672097682143, 13.649861241599492, 22.275773665949448, 14.086733020796666, 11.649825689841709, 11.603312438882226, 17.497010808137972, 35.39100106439018, 54.25389713130451, 138.9580633071962, 222.24028232592872, 417.91841484913033, 37.80667920843404, 63.453151662278934, 51.796244699167886, 56.63441763069398, 142.85861025477706, 244.06759184336437, 38.29387787312871, 65.49015043811525, 91.08604759571733, 31.39160786006584, 63.939207687570985, 173.40719043980505, 29.06793067603345, 89.09148769944744, 33.91928221185109, 88.5721186335162, 35.940542117033885, 44.54531416443182, 64.3952561715619, 46.55852077990928, 39.78592644902249, 39.82631681567052, 82.66481606297289, 57.366281870278684, 74.76909831743112, 64.39815338906966, 47.29908654077523, 41.299983546061796, 77.0025105961971, 40.28161297340332, 44.736741006925214, 36.833912751598895, 52.95850909061746, 80.58001728122063, 78.04915159405097, 50.68468087885076, 30.00358853267203, 86.42319922736192, 31.349108054088234, 58.633342455947954, 94.18611756421144, 27.592189199518238, 122.9580250232567, 43.75828579692163, 32.50448224866195, 82.82131258457919, 90.97472703449873, 30.020891026844993, 179.31436475620157, 29.92960221313452, 37.856956176871044, 32.13896240700326, 329.6274250841371, 114.92362957982823, 233.15599044974175, 81.69295691134755, 102.22796807668061, 159.72529739148044, 238.99467757532497, 99.83744811832864, 374.6039192575714, 205.77933033829748, 137.92005298351907, 178.1045006108325, 334.4250247342251, 199.99536698304786, 105.79652657146865, 267.6504406324428, 202.33273485795453, 241.3645265897479, 659.8048702505031, 132.09932382525406, 240.34011243629007, 170.10534356695365, 154.2238439260694, 108.12780328657685, 304.65566393936183, 334.3684031024753, 106.81970790422277, 137.95934863425387, 118.43364954625387, 167.82486923298575, 140.23782513449007, 125.35837746029227, 159.7257492002706, 127.504546228695, 159.82806433013104, 225.32200357388447, 169.11557300536242, 126.42386622163272, 67.31490678121821, 22.617531994073577, 21.27965176889805, 20.851680301181638, 20.42539212680169, 17.5338350091806, 20.044830225885324, 17.90749602785856, 20.81494958133624, 16.226681274452066, 14.83258848297393, 15.731168928390787, 14.451453209199208, 13.601797512260832, 18.71521843814621, 12.684628567989709, 11.93427993757502, 16.19294565426813, 14.466774650798605, 10.60032757306505, 41.30211804544573, 17.085532094034765, 37.015483533966666, 9.740317531843866, 49.96398689948663, 11.933253790601757, 9.782531373493283, 10.284884305184972, 15.764608522740538, 74.17516056293088, 116.29206203107076, 73.61254105635263, 17.385314062389835, 71.655543761815, 24.688190058907402, 22.973433154419418, 69.88474793100639, 29.40248944973567, 24.284599848892476, 35.23747076765314, 61.753461028342215, 36.60626935937962, 30.68066425796161, 43.87000796710167, 68.60301579339091, 43.50308584447336, 22.140017976930096, 34.12533025108639, 28.983530074456887, 22.120524552516294, 27.297371975791798, 23.002510652786928, 23.434612744863706, 21.270418570370918, 110.39995747953796, 182.39219447056047, 62.22799694816354, 42.493292257821864, 19.856193765019064, 26.581134686798755, 73.83043758328631, 36.85551949720506, 22.311726768645688, 18.276257374005876, 12.36044707986487, 12.684856873317967, 12.349866737986249, 82.31078401517723, 9.378128115767154, 9.363443701548857, 8.943012824624695, 42.12345918148125, 7.846571410883226, 9.28101208921323, 6.722128015753797, 6.297202948195119, 12.661417055744185, 23.862557463786292, 5.537933366467951, 5.598307343271153, 5.6319010031476076, 9.740931080297283, 6.741450805927734, 6.747427942948089, 11.194477636901945, 394.51433588978387, 123.39449914268413, 42.1600404048229, 39.90242722916655, 40.59263267000553, 29.48412298992567, 70.46924893967314, 31.731296047472416, 18.564158139099266, 30.228964778081846, 29.463398319239545, 17.17111058421364, 19.365644475818904, 33.9628321861064, 47.34715030978984, 28.731418439937535, 25.412533530538543, 27.21134722864335, 26.52054271773127, 22.395422549043076, 20.522730111087796], \"Term\": [\"medicamentos\", \"saude\", \"empresa\", \"registro\", \"medicamento\", \"vigilancia\", \"produtos\", \"sanitaria\", \"produto\", \"alimentos\", \"lote\", \"rdc\", \"resolucao\", \"ltda\", \"uso\", \"lotes\", \"proposta\", \"nacional\", \"agencia\", \"servicos\", \"diario_oficial\", \"consulta_publica\", \"mercado\", \"tratamento\", \"brasil\", \"reuniao\", \"sistema\", \"controle\", \"analise\", \"brasilia\", \"pauta\", \"vivo\", \"reuniao_ordinaria_publica\", \"dicol\", \"skype\", \"inscricoes\", \"internet_explorer\", \"tempo_real\", \"navegador_internet_explorer\", \"reuniao\", \"diretoria_colegiada_dicol\", \"https_join_noam_broadcast\", \"transmitida\", \"industria_abastecimento_sia_trecho\", \"acompanhe\", \"webinar\", \"confira_pauta_completa\", \"http_datasus\", \"auditorio\", \"reunioes\", \"limitadas\", \"assista\", \"rop\", \"workshop\", \"recursos_administrativos\", \"transmitido\", \"gov_br_emtemporeal_somente\", \"inscricao\", \"link_http_datasus\", \"diretoria_colegiada_terreo_bloco\", \"realiza\", \"vagas\", \"diretoria_colegiada\", \"diretores\", \"transmissao\", \"proposta\", \"diretoria\", \"interessados\", \"publica\", \"terca\", \"evento\", \"partir\", \"propostas\", \"sede\", \"dia\", \"setor_regulado\", \"encontro\", \"produtos\", \"discussao\", \"trata\", \"agencia\", \"temas\", \"legenda_imagem\", \"regulamentacao\", \"rdc\", \"tema\", \"saude\", \"resolucao\", \"medicamentos\", \"propaganda\", \"advertencia\", \"queimaduras\", \"inseticidas\", \"acidentes\", \"frases\", \"permitida\", \"anuncios\", \"frase\", \"clorpirifos\", \"criancas\", \"letra\", \"repelentes\", \"aparelho\", \"alcool_liquido\", \"veiculacao\", \"veiculos\", \"disque\", \"intoxicacao\", \"corante\", \"bronzeamento\", \"alcool\", \"televisao\", \"pele\", \"expressoes\", \"anunciados\", \"advertencias\", \"propaganda_publicidade_promocao\", \"veiculadas\", \"expressao\", \"evitar\", \"propagandas\", \"internet\", \"alerta\", \"causa\", \"venda\", \"publicidade\", \"embalagens\", \"vendidos\", \"proibida\", \"consumidor\", \"consumo\", \"uso\", \"riscos\", \"medico\", \"embalagem\", \"produto\", \"produtos\", \"saude\", \"informacoes\", \"forma\", \"agencia\", \"assessoria\", \"tipo\", \"brasilia\", \"pessoas\", \"imprensa\", \"medida\", \"anos\", \"resolucao\", \"caso\", \"lei\", \"tabaco\", \"cigarro\", \"tabagismo\", \"cigarros\", \"fumar\", \"derivados\", \"fumo\", \"fumigenos\", \"drogas\", \"aditivos\", \"fumantes\", \"fumigenos_derivados\", \"stf\", \"convencao_quadro\", \"fumaca\", \"antidrogas\", \"nicotina\", \"nsp\", \"entorpecentes\", \"canabidiol\", \"novas_substancias_psicoativas\", \"precursoras\", \"substancias_controladas\", \"macos\", \"imagens\", \"portaria_svs_ms\", \"substancias_sujeitas_controle\", \"thc\", \"listas\", \"substancias\", \"combate\", \"especial\", \"controle\", \"produtos\", \"uso\", \"lista\", \"brasil\", \"embalagens\", \"substancia\", \"medidas\", \"objetivo\", \"controlados\", \"consumo\", \"pais\", \"saude\", \"proibicao\", \"meio\", \"paises\", \"rdc\", \"acreditacao\", \"livro\", \"curso\", \"obra\", \"especializacao\", \"premio_ibest\", \"idosos\", \"comunidade\", \"editora\", \"cnpq\", \"manual\", \"acreditacao_ona\", \"estande\", \"organizacoes_prestadoras\", \"folder\", \"manuais\", \"cartilha\", \"carga_horaria\", \"distancia\", \"banner\", \"ona\", \"premio\", \"aulas\", \"chamada\", \"idoso\", \"longa_permanencia\", \"primeira_etapa\", \"votacao\", \"gratuito\", \"aplicativo\", \"revista\", \"lancamento\", \"inscricao\", \"lanca\", \"servicos\", \"site\", \"cursos\", \"profissionais\", \"guia\", \"projetos\", \"edicao\", \"selecao\", \"parceria\", \"saude\", \"capacitacao\", \"avaliacao\", \"brasilia\", \"informacao_assessoria\", \"disponivel\", \"instituicoes\", \"publicacao\", \"secao\", \"publica\", \"dia\", \"resultado\", \"atividades\", \"qualidade\", \"vigilancia\", \"informacoes\", \"nacional\", \"sanitaria\", \"imprensa\", \"objetivo\", \"distribuicao_comercializacao\", \"distribuicao_comercio\", \"suspensao\", \"ensaio\", \"suspensos\", \"fabricacao_distribuicao_divulgacao\", \"determinou_suspensao\", \"suspendeu\", \"apresentou_resultado_insatisfatorio\", \"suspenso\", \"ltda\", \"interdicao_cautelar\", \"estoque_existente\", \"possui_autorizacao\", \"lotes\", \"promover_recolhimento\", \"industria_comercio\", \"fabricado\", \"recolhimento_voluntario\", \"fabricados\", \"cosmetico\", \"determinou\", \"resultado_insatisfatorio\", \"resultados_insatisfatorios\", \"shampoo\", \"promova_recolhimento\", \"uniao_dou\", \"lote\", \"suspensoes\", \"solucao_injetavel\", \"empresa\", \"validade\", \"laudo\", \"mg\", \"aspecto\", \"diario_oficial\", \"produto\", \"marca\", \"medida\", \"uso\", \"fabricacao\", \"publicada\", \"produtos\", \"registro\", \"comercio\", \"medicamento\", \"resolucao\", \"agencia\", \"mercado\", \"legenda_imagem\", \"comercializacao\", \"sanitaria\", \"pais\", \"quer_saber\", \"primeira_mao\", \"siga\", \"noticias\", \"desatualizada_clique_aqui\", \"twitter_facebook_encontrou_alguma\", \"informacao_errada\", \"noticia_mande\", \"twitter_encontrou\", \"twitter_facebook\", \"twitter\", \"terapias_avancadas\", \"encontrou\", \"problema\", \"mercurio\", \"proteinas\", \"fab\", \"termometros\", \"celulas_humanas\", \"http_portal\", \"impressoras\", \"clique_aqui_acesse\", \"amalgama\", \"coluna\", \"terapias_celulares\", \"voce\", \"celular\", \"odontologia\", \"interrupcao\", \"terapia_genica\", \"mail\", \"celulas\", \"tipo\", \"assim\", \"fazer\", \"acesse\", \"caso\", \"forma\", \"avaliacao\", \"traz\", \"contato\", \"portal\", \"terca\", \"problemas\", \"bulas\", \"fracionamento\", \"farmacopeia_brasileira\", \"sncm\", \"dcb\", \"rastreabilidade\", \"farmacias\", \"farmacopeia\", \"plantas_medicinais\", \"insumos_farmaceuticos\", \"fitoterapicos\", \"insumos\", \"receita\", \"manipulacao\", \"prescricao\", \"insumos_farmaceuticos_ativos\", \"monografias\", \"nomenclatura\", \"fase_experimental\", \"homeopaticos\", \"dispensacao\", \"rastreamento\", \"manipulados\", \"prevencao_combate_falsificacao_fraude\", \"bula\", \"baixo_indice_terapeutico\", \"recadastramento\", \"prescritores\", \"fracionar\", \"codigo\", \"prescricao_medica\", \"medicamentos\", \"farmaceutico\", \"farmacia\", \"farmaceuticos\", \"isentos\", \"controle\", \"lista\", \"substancias\", \"nacional\", \"sistema\", \"medicamento\", \"qualidade\", \"informacoes\", \"venda\", \"dados\", \"uso\", \"imprensa\", \"registro\", \"argentina\", \"autoridades_reguladoras\", \"japao\", \"uniao_europeia\", \"paises\", \"ich\", \"internacional\", \"global\", \"pre_qualificacao\", \"australia\", \"mexico\", \"icdra\", \"intercambio\", \"mdsap\", \"colombia\", \"chile\", \"canada\", \"imdrf\", \"portugal\", \"espanha\", \"america\", \"cuba\", \"dispositivos_medicos\", \"icmra\", \"estados_unidos\", \"africa\", \"opas\", \"franca\", \"oms\", \"reguladores\", \"agencias\", \"agencias_reguladoras\", \"organizacao_mundial\", \"cooperacao\", \"internacionais\", \"mundo\", \"vacinas\", \"brasil\", \"encontro\", \"reuniao\", \"organizacao_pan_americana\", \"autoridades\", \"medicamentos\", \"saude\", \"evento\", \"representantes\", \"regulacao\", \"produtos\", \"forum\", \"grupo\", \"programa\", \"qualidade\", \"agencia\", \"informacoes\", \"diretor_presidente\", \"sangue\", \"bancos\", \"doadores\", \"hemoterapia\", \"doacao\", \"hiv\", \"embrioes\", \"cordao_umbilical_placentario\", \"doador\", \"tecidos\", \"doacoes\", \"doar_sangue\", \"transplante\", \"relatorio\", \"celulas_tecidos\", \"virus\", \"sangue_hemoderivados\", \"vezes\", \"coletadas\", \"reproducao_humana_assistida\", \"fertilizacao_in_vitro\", \"hemorrede\", \"transfusao\", \"aids\", \"media\", \"coletados\", \"dado\", \"aponta\", \"celulas_tronco\", \"apontam\", \"milhoes\", \"deteccao\", \"indice\", \"dados\", \"unidades\", \"pesquisa\", \"numero\", \"diagnostico\", \"total\", \"reducao\", \"anos\", \"mil\", \"ano\", \"periodo\", \"qualidade\", \"brasil\", \"tres\", \"producao\", \"servicos\", \"maior\", \"ministerio\", \"saude\", \"pais\", \"uso\", \"populacao\", \"nacional\", \"informacoes\", \"sanitaria\", \"consulta_publica\", \"contribuicoes\", \"cp\", \"cep\", \"consultas_publicas\", \"sugestoes\", \"enviadas\", \"criticas_sugestoes\", \"sepn_bloco_ed_omega\", \"seguinte_endereco\", \"fax_mail\", \"chamamento\", \"asa_norte_brasilia_df\", \"brasilia_df_cep\", \"leite_humano\", \"sia_trecho_area\", \"propoe\", \"comentarios_sugestoes\", \"escrito\", \"site_formulario_php\", \"meio_fisico\", \"id_aplicacao\", \"sugestoes_criticas\", \"proposta\", \"encaminhadas\", \"fax\", \"especial_brasilia_df\", \"andar_asa_norte\", \"cep_fax_mail\", \"envio\", \"aberta\", \"texto\", \"consulta\", \"edital\", \"interessados\", \"contribuicao\", \"prazo\", \"enviar\", \"propostas\", \"dia\", \"regulamentacao\", \"dias\", \"endereco\", \"regulamento\", \"agencia\", \"sanitaria\", \"vigilancia\", \"nacional\", \"poderao\", \"meio\", \"produtos\", \"formulario\", \"uso\", \"cargo\", \"cargos\", \"processo_seletivo\", \"mandato\", \"processos_seletivos\", \"plenario\", \"mulher\", \"procuradoria\", \"analise_curricular\", \"carreira\", \"candidato\", \"diretoria\", \"titular\", \"senado\", \"nomeacao\", \"editais\", \"posse\", \"servidor\", \"nomeados\", \"senadores\", \"vaga\", \"comissao\", \"assuntos_sociais\", \"entrevista\", \"procuradores\", \"candidatos_selecionados\", \"exercer\", \"puc\", \"faculdade\", \"prof\", \"senado_federal\", \"camara_tecnica\", \"selecao\", \"quadro\", \"gerente_geral\", \"presidencia\", \"gerencia_geral\", \"composta\", \"diretores\", \"diretor\", \"especialista\", \"candidatos\", \"profissional\", \"regulacao\", \"servidores\", \"membros\", \"trabalho\", \"marco\", \"agencia\", \"gestao\", \"dia\", \"diretor_presidente\", \"sanitaria\", \"vigilancia\", \"diretoria_colegiada\", \"nacional\", \"anos\", \"saude\", \"janeiro\", \"cinco\", \"sistema\", \"legenda_imagem\", \"afirmou\", \"disse\", \"destacou\", \"presidente\", \"ministro\", \"ressaltou\", \"mello\", \"explicou\", \"dirceu_raposo\", \"coordenador\", \"diretor_presidente\", \"secretario\", \"defendeu\", \"dirceu_barbano\", \"precisamos\", \"falou\", \"vamos\", \"cerimonia\", \"diretor\", \"podemos\", \"lembrou\", \"jarbas\", \"renato_porto\", \"humberto_costa\", \"economico\", \"professora\", \"luiz\", \"deputados\", \"deputado\", \"adjunto\", \"representante\", \"professor\", \"jarbas_barbosa\", \"segundo\", \"maria\", \"comecou\", \"afirma\", \"saude\", \"abertura\", \"importancia\", \"debate\", \"brasil\", \"ministerio\", \"pessoas\", \"pais\", \"agencia\", \"sociedade\", \"importante\", \"regulacao\", \"populacao\", \"anos\", \"evento\", \"legenda_imagem\", \"encontro\", \"area\", \"exemplo\", \"imprensa\", \"maior\", \"sanitaria\", \"parlatorio\", \"concurso\", \"atendimento\", \"atendimento_presencial\", \"uniap\", \"candidatos\", \"concurso_publico\", \"audiencias\", \"central\", \"horarios\", \"predio\", \"serpro\", \"normal\", \"servidor\", \"tecnico_administrativo\", \"contrato\", \"planejamento_orcamento_gestao\", \"manutencao\", \"informatica\", \"indisponivel\", \"horario\", \"ti\", \"agendamento\", \"unidade\", \"provas\", \"virtude\", \"atendimento_telefonico\", \"sabado\", \"temporariamente\", \"publico_uniap\", \"consultas\", \"horas\", \"vagas\", \"sistemas\", \"previsao\", \"informa\", \"dia\", \"publico\", \"servico\", \"sede\", \"dezembro\", \"servicos\", \"brasilia\", \"junho\", \"agencia\", \"dias\", \"janeiro\", \"legenda_imagem\", \"imprensa\", \"sistema\", \"periodo\", \"sexta\", \"novembro\", \"site\", \"partir\", \"portaria\", \"segunda\", \"indicado\", \"tratamento\", \"sibutramina\", \"tratamentos\", \"pacientes\", \"genericos_ineditos\", \"talidomida\", \"generico_inedito\", \"biologico\", \"doenca_rara\", \"lenalidomida\", \"registrado\", \"cronica\", \"apetite\", \"indicacao_terapeutica\", \"terapia\", \"indicada\", \"asma\", \"cancer\", \"biologico_novo\", \"ansiedade\", \"diabetes\", \"hepatite\", \"adultos\", \"eficacia_seguranca\", \"substancia\", \"pacientes_adultos\", \"doenca\", \"depressao\", \"pd\", \"medicamento\", \"indicacao\", \"aprovado\", \"usado\", \"farmaceutica\", \"registro\", \"utilizado\", \"doencas\", \"novo\", \"aprovou\", \"celulas\", \"medicamentos\", \"brasil\", \"produto\", \"mercado\", \"principio_ativo\", \"uso\", \"paciente\", \"mg\", \"cloridrato\", \"forma\", \"segunda\", \"pais\", \"empresa\", \"risco\", \"agencia\", \"diario_oficial\", \"legenda_imagem\", \"oficina\", \"conferencia\", \"snvs\", \"cnvs\", \"simbravisa\", \"consumo_seguro\", \"conass\", \"trabalhadores\", \"conasems\", \"secretarios\", \"cns\", \"sus\", \"gestores\", \"mesa_redonda\", \"secretarios_municipais\", \"oficinas\", \"estados_municipios\", \"sistema_unico\", \"censo\", \"conferencias\", \"cidadania\", \"paineis\", \"teleconferencia\", \"debates\", \"secretarias_municipais\", \"pdvisa\", \"confira_programacao\", \"caldas_novas_go\", \"integravisa\", \"conselho_consultivo\", \"conselho\", \"vigilancia\", \"municipios\", \"programacao\", \"seminario\", \"forum\", \"sanitaria\", \"ciclo\", \"nacional\", \"evento\", \"saude\", \"encontro\", \"plano\", \"tema\", \"acoes\", \"representantes\", \"novembro\", \"brasilia\", \"propostas\", \"ministerio\", \"profissionais\", \"sistema\", \"debate\", \"dia\", \"dias\", \"temas\", \"participacao\", \"gestao\", \"trabalho\", \"falsificado\", \"denuncia\", \"apreendidos\", \"apreendido\", \"variam\", \"celobar\", \"determinou_apreensao\", \"desrespeitarem\", \"falso\", \"mil_milhao\", \"original\", \"distribuidores\", \"bario\", \"apreensao\", \"laboratorio\", \"lidocaina\", \"suspeita\", \"apreende\", \"interdicao\", \"falsificados\", \"autuada\", \"apreendeu\", \"multas\", \"anti_hipertensivo\", \"mil_milhao_cabe\", \"falsificacao\", \"interditados\", \"interditou\", \"goiania_go\", \"notificacao_multas\", \"incqs\", \"vigilancias_sanitarias_estaduais_municipais\", \"sp\", \"assessoria\", \"paulo_sp\", \"venda\", \"produzido\", \"brasilia\", \"informacao_assessoria\", \"produto\", \"lote\", \"conforme\", \"imprensa\", \"empresa\", \"agencia\", \"medicamento\", \"produtos\", \"resolucao\", \"fiscalizacao\", \"medicamentos\", \"qualidade\", \"informacoes\", \"julho\", \"saude\", \"sanitaria\", \"vigilancia\", \"lotes\", \"registro\", \"janeiro\", \"mg\", \"nacional\", \"ltda\", \"fabricacao\", \"empresas\", \"fabricado\", \"infeccao_hospitalar\", \"eventos_adversos\", \"hospitais\", \"hospital\", \"antibioticos\", \"rede_sentinela\", \"implantes\", \"resistencia\", \"esterilizacao\", \"infeccao\", \"dialise\", \"paciente\", \"infeccoes\", \"infeccoes_hospitalares\", \"reprocessamento\", \"resistencia_microbiana\", \"notivisa\", \"maos\", \"reacoes_adversas\", \"assistencia\", \"antimicrobianos\", \"notificar\", \"hemodialise\", \"hospitais_sentinela\", \"cirurgias\", \"gerentes\", \"tecnovigilancia\", \"surtos\", \"eventos_adversos_queixas_tecnicas\", \"clinicas\", \"notificacoes\", \"hospitalar\", \"servicos\", \"profissionais\", \"medicos\", \"pacientes\", \"saude\", \"controle\", \"seguranca\", \"prevencao\", \"uso\", \"programa\", \"risco\", \"notificacao\", \"relacionados\", \"equipamentos\", \"materiais\", \"problemas\", \"nacional\", \"sistema\", \"qualidade\", \"vacina\", \"vacinacao\", \"febre_amarela\", \"civp\", \"certificado_internacional\", \"viajante\", \"cepas\", \"certificado\", \"contraindicacao\", \"gov_br_viajante\", \"vacinacao_profilaxia\", \"certidao\", \"vacinacao_profilaxia_civp\", \"virus_similar\", \"gripe\", \"atestado\", \"dengue\", \"imunizacao\", \"extravio\", \"atestado_medico\", \"crianca_adolescente_menor\", \"pre_cadastro\", \"destino\", \"viagem\", \"frances\", \"tomar_vacina\", \"virus_influenza\", \"emissao\", \"dose\", \"identidade\", \"vacinas\", \"orientacao\", \"centros\", \"menores\", \"virus\", \"viajantes\", \"assinatura\", \"documento\", \"emitido\", \"paises\", \"saude\", \"caso\", \"apresentacao\", \"medico\", \"pais\", \"anos\", \"necessidade\", \"oms\", \"brasil\", \"agrotoxicos\", \"residuos\", \"agrotoxico\", \"culturas\", \"reavaliacao\", \"ingrediente_ativo\", \"meio_ambiente\", \"carboidratos\", \"glifosato\", \"avaliacao_toxicologica\", \"ibama\", \"agricultura\", \"suplemento_proteico\", \"declarado\", \"whey\", \"residuo\", \"porcao\", \"ingredientes_ativos\", \"parationa_metilica\", \"logistica_reversa\", \"morango\", \"agricolas\", \"classificacao_toxicologica\", \"reavaliacao_toxicologica\", \"limites_maximos\", \"banimento\", \"descarte\", \"formulados\", \"cadmio\", \"toxicologia\", \"amostras\", \"contaminantes\", \"humana\", \"alimentos\", \"valor\", \"analise\", \"programa\", \"risco\", \"data\", \"resultados\", \"uso\", \"ministerio\", \"brasil\", \"produtos\", \"riscos\", \"saude\", \"avaliacao\", \"produto\", \"analises\", \"controle\", \"registro\", \"copa\", \"embarcacoes\", \"bordo\", \"porto\", \"portos\", \"navios\", \"embarcacao\", \"aeroporto\", \"portos_aeroportos_fronteiras\", \"navio\", \"vetores\", \"jogos\", \"cruzeiro\", \"grandes_eventos\", \"mercadorias\", \"transporte\", \"transportes\", \"alfandegados\", \"massa\", \"lastro\", \"portos_aeroportos_fronteiras_recintos\", \"residuos_solidos\", \"fiscais\", \"temporada\", \"fronteiras\", \"inspecionados\", \"categorizacao\", \"aeroporto_internacional\", \"cargas\", \"terminais\", \"alimentacao\", \"agua\", \"agentes\", \"aeroportos\", \"inspecao\", \"sanitario\", \"entrada\", \"inspecoes\", \"viajantes\", \"controle\", \"sanitaria\", \"fiscalizacao\", \"postos\", \"importacao\", \"rio\", \"vigilancia\", \"servicos\", \"autoridade\", \"locais\", \"janeiro\", \"condicoes\", \"alimentos\", \"saude\", \"boas_praticas\", \"acoes\", \"local\", \"nacional\", \"brasil\", \"procedimentos\", \"brasilia\", \"imprensa\", \"pagamento\", \"controlados_sngpc\", \"sngpc\", \"taxa\", \"projeto_sngpc\", \"cadastrar\", \"taxas\", \"arquivos\", \"disponibiliza\", \"arquivo\", \"acessar\", \"cadastramento\", \"banco\", \"controlados\", \"versao\", \"gru\", \"restituicao\", \"arrecadacao\", \"eletronico\", \"acessado\", \"endereco_permanente\", \"secao\", \"preenchimento\", \"planilha\", \"portal\", \"guia\", \"duvidas\", \"versoes\", \"modulos_remotos\", \"tfvs\", \"consulta\", \"usuario\", \"formulario\", \"sistema\", \"dados\", \"site\", \"usuarios\", \"acesso\", \"disponivel\", \"informacoes\", \"informacao\", \"gov_br\", \"mail\", \"cadastro\", \"gerenciamento\", \"pagina\", \"meio\", \"empresas\", \"servico\", \"brasilia\", \"produtos\", \"agencia\", \"novo\", \"sanitaria\", \"vigilancia\", \"area\", \"documentos\", \"forma\", \"parecer\", \"agenda_regulatoria\", \"evidencias\", \"pareceres\", \"descontinuacao\", \"air\", \"importacao_excepcional\", \"pessoa_fisica\", \"encaminhados\", \"camaras_setoriais\", \"cateme\", \"preliminar\", \"subtemas\", \"antecedencia\", \"excepcional\", \"demonstrar\", \"bienio\", \"autorizar\", \"iniciou\", \"guias\", \"sigilo\", \"fase\", \"abertos\", \"respeito\", \"eventuais\", \"apuracao\", \"denuncias\", \"tomadas\", \"canabidiol\", \"liberar\", \"perfil\", \"interesse\", \"pedido\", \"decisao\", \"relacao\", \"avaliacao\", \"dessa\", \"processo\", \"inicio\", \"temas\", \"momento\", \"base\", \"importacao\", \"tecnicas\", \"informacoes\", \"caso\", \"agencia\", \"documentos\", \"analise\", \"parte\", \"dados\", \"publico\", \"populacao\", \"lei\", \"forma\", \"final\", \"resultados\", \"sociedade\", \"realizada\", \"seguranca\", \"acordo\", \"alimento\", \"lactose\", \"amendoim\", \"alimentos\", \"sal\", \"farinhas\", \"iodo\", \"ingredientes\", \"acucar\", \"cha_verde\", \"preparo\", \"alergenicos\", \"rotulagem_nutricional\", \"suplementos\", \"ferro\", \"farinha\", \"teores\", \"nutricional\", \"adicao\", \"nutrientes\", \"suplementos_alimentares\", \"nutricionais\", \"acerola\", \"gordura\", \"alimentar\", \"nutricao_enteral\", \"bebidas\", \"cha\", \"vitamina_base\", \"ovos\", \"sodio\", \"alegacoes\", \"alimentacao\", \"rotulos\", \"consumo\", \"extrato\", \"rotulagem\", \"contem\", \"quantidade\", \"categorias\", \"marca\", \"presenca\", \"consumidor\", \"saude\", \"consumidores\", \"legislacao\", \"mg\", \"produtos\", \"categoria\", \"uso\", \"populacao\", \"risco\", \"nacional\", \"reblas\", \"laboratorios_analiticos\", \"rede_brasileira\", \"bioequivalencia\", \"metodos_alternativos\", \"laboratorios\", \"ensaios_clinicos\", \"pesquisas_clinicas\", \"habilitacao\", \"instituto_butantan\", \"pesquisa_clinica\", \"centros\", \"animais\", \"habilitados\", \"fase_iii\", \"questionario\", \"pesquisa\", \"analitica\", \"preencher_ficha\", \"reportagem\", \"voluntarios\", \"laboratorios_centrais\", \"pre_clinicos\", \"estudo\", \"estudos\", \"dossies\", \"pesquisas\", \"clinicos\", \"proveme\", \"procedimentos_operacionais\", \"laboratoriais\", \"realizados\", \"testes\", \"levantamento\", \"ensaios\", \"qualidade\", \"teste\", \"validacao\", \"avaliacao\", \"analises\", \"saude\", \"cosmeticos\", \"gerencia_geral\", \"area\", \"participar\", \"instituto\", \"tecnica\", \"desenvolvimento\", \"servicos\", \"nacional\", \"objetivo\", \"brasilia\", \"analise\", \"produtos\", \"brasil\", \"agencia\", \"norma\", \"rdc\", \"novas_regras\", \"adequacao\", \"classificados\", \"baixo_risco\", \"altera\", \"regra\", \"nova_regra\", \"vigor\", \"fins\", \"classificacao\", \"enquadrados\", \"anexo\", \"instrucao_normativa\", \"atualiza\", \"higiene_pessoal_cosmeticos_perfumes\", \"regulamenta\", \"dispoe\", \"enquadramento\", \"requisitos\", \"adequar\", \"obrigatorio\", \"sujeitas\", \"obrigatoriedade\", \"proximos_dias\", \"importadoras\", \"define\", \"ficara\", \"licenciamento\", \"estabelece\", \"regulamento\", \"publicacao\", \"regras\", \"resolucao\", \"nova\", \"prazo\", \"publicou\", \"diretoria_colegiada\", \"portaria\", \"uniao\", \"criterios\", \"aprovou\", \"publicada\", \"produtos\", \"empresas\", \"boas_praticas\", \"normas\", \"lei\", \"procedimentos\", \"diario_oficial\", \"partir\", \"acordo\", \"lista\", \"fabricacao\", \"registro\", \"sanitaria\", \"agencia\", \"uso\", \"medida\", \"legenda_imagem\", \"produto\", \"risco\", \"parana\", \"rio_grande\", \"estados\", \"professores\", \"treinamento\", \"curitiba\", \"santa_catarina\", \"espirito_santo\", \"programa_farmacias_notificadoras\", \"mato_grosso\", \"ceara\", \"porto_alegre\", \"educanvisa\", \"alunos\", \"tocantins\", \"cidades\", \"sul\", \"farmacias_notificadoras\", \"estadual\", \"capacitados\", \"racional\", \"paraiba\", \"natal\", \"fortaleza\", \"curso\", \"amazonas\", \"minas_gerais\", \"norte\", \"acre\", \"campanha\", \"municipios\", \"rio\", \"estado\", \"paulo\", \"capacitacao\", \"projeto\", \"vigilancias_sanitarias\", \"bahia\", \"goias\", \"educacao\", \"profissionais\", \"vigilancia\", \"medicamentos\", \"tecnicos\", \"programa\", \"sanitaria\", \"participantes\", \"brasilia\", \"saude\", \"nacional\", \"janeiro\", \"imprensa\", \"produtos\", \"uso\", \"dias\", \"informacao_assessoria\", \"acoes\", \"peticoes\", \"fila\", \"peticao\", \"pedidos\", \"pos\", \"cbpf\", \"hmp\", \"codigos\", \"ggmed\", \"filas\", \"datavisa\", \"biologicos\", \"peticionamento\", \"concessao\", \"indeferimento\", \"priorizacao\", \"autorizacoes\", \"tramitacao\", \"protocoladas\", \"anuencia\", \"desistencia\", \"protocolizacao\", \"inpi\", \"automacao\", \"solicitacoes\", \"patentes\", \"deferimento\", \"ordem_cronologica\", \"afe\", \"codigo\", \"protocolo\", \"processos\", \"analise\", \"registro\", \"edital\", \"documentos\", \"registros\", \"alteracao\", \"empresas\", \"medicamentos\", \"procedimento\", \"novos\", \"processo\", \"documentacao\", \"avaliacao\", \"produtos\", \"exigencia\", \"empresa\", \"assunto\", \"agencia\", \"tempo\", \"nova\", \"produto\", \"prazo\", \"autorizacao\", \"numero\", \"cooperacao_tecnica\", \"inclusao_produtiva\", \"aprimoramento\", \"gt\", \"assinaram\", \"economia_solidaria\", \"setores\", \"idec\", \"sebrae\", \"boas_praticas_regulatorias\", \"convenio\", \"comite\", \"planejamento\", \"cientificas\", \"estoque_regulatorio\", \"projetos\", \"estrategicas\", \"aprimorar\", \"inovacao\", \"fomentar\", \"melhoria\", \"publicas\", \"instancias\", \"termo\", \"regulatorio\", \"planejamento_estrategico\", \"instituicoes\", \"tecnologica\", \"coordenado\", \"casa_civil\", \"desenvolvimento\", \"promover\", \"gestao\", \"objetivos\", \"transparencia\", \"parceria\", \"grupo\", \"diretrizes\", \"trabalho\", \"atividades\", \"iniciativa\", \"setor\", \"acoes\", \"projeto\", \"criacao\", \"objetivo\", \"regulacao\", \"seguranca\", \"agencia\", \"orgaos\", \"processo\", \"programa\", \"processos\", \"ambito\", \"nacional\", \"sanitaria\", \"elaboracao\", \"sociedade\", \"conhecimento\", \"acordo\", \"representantes\", \"areas\", \"qualidade\", \"participacao\", \"sistema\", \"produtos\", \"vigilancia\", \"servicos\", \"srag\", \"mosquito\", \"sarampo\", \"caso_suspeito\", \"sindrome_respiratoria_aguda_grave\", \"casos_provaveis\", \"casos_suspeitos\", \"isolamento\", \"ultimos_dias\", \"areas_afetadas\", \"viajantes_internacionais\", \"febre\", \"pneumonia_atipica\", \"taiwan\", \"surto\", \"aedes_aegypti\", \"vaca_louca\", \"obitos\", \"influenza\", \"sim_sim\", \"dengue\", \"passageiros\", \"sintomas\", \"transmissao_local_recente\", \"transmissao\", \"cingapura\", \"letalidade\", \"funasa\", \"epidemiologica\", \"doenca\", \"casos\", \"oms\", \"contatos\", \"areas\", \"viajantes\", \"ocorrencia\", \"caso\", \"organizacao_mundial\", \"virus\", \"medidas\", \"pais\", \"pessoas\", \"maio\", \"dia\", \"saude\", \"informacoes\", \"sido\", \"controle\", \"paises\", \"contato\", \"brasil\", \"junho\", \"dias\", \"vigilancia\", \"precos\", \"genericos\", \"cmed\", \"preco\", \"reajuste\", \"ajuste\", \"generico\", \"similares\", \"fator\", \"secretaria_executiva\", \"produtividade\", \"teto\", \"concorrencia\", \"referencia\", \"preco_maximo\", \"calculado\", \"isotretinoina\", \"camara\", \"vera_valente\", \"ranbaxy\", \"praticados\", \"scmed\", \"similar\", \"apresentacoes\", \"ipca\", \"reajustes\", \"icms\", \"variacao\", \"patente\", \"equivalencia_farmaceutica\", \"indice\", \"medicamentos\", \"mercado\", \"consumidor\", \"marco\", \"regulacao\", \"laboratorios\", \"medicamento\", \"lista\", \"principio_ativo\", \"marca\", \"lei\", \"farmacias\", \"nome\", \"informacoes\", \"saude\", \"partir\", \"ano\", \"ministerio\", \"brasilia\", \"comercializacao\", \"dia\"], \"Total\": [2367.0, 4354.0, 2694.0, 2133.0, 1572.0, 2576.0, 4721.0, 2928.0, 2831.0, 885.0, 1560.0, 1532.0, 2090.0, 1267.0, 2102.0, 1016.0, 590.0, 2219.0, 3348.0, 779.0, 1179.0, 421.0, 887.0, 555.0, 1501.0, 486.0, 1060.0, 911.0, 687.0, 1199.0, 121.65944338314374, 73.00997902164077, 51.90946615920752, 50.984174617940035, 38.460503494506824, 91.87915249005806, 44.22214013394197, 53.1306448162856, 33.43432918573317, 486.4041381975587, 48.20692379131362, 33.66042136890048, 38.19415237284432, 32.338047986272784, 46.424340689294354, 30.328834153549018, 29.17744512564056, 30.181171606444515, 159.77611316986625, 116.24808275158617, 27.39841850634151, 33.17085684160014, 27.63394585146285, 66.03351147008276, 33.0369442625352, 30.34846443143833, 24.679394017108635, 77.85319183567087, 24.417015558844234, 24.566901706153118, 94.87173910754674, 74.37869244196625, 378.1283695006317, 98.37767809237701, 132.78017625017858, 590.4861876965875, 112.7784040787902, 166.2718697446507, 504.3490618552024, 493.66216295786023, 496.91585232628717, 769.2965517715892, 248.12154695280677, 188.35870241045384, 942.7301933674898, 220.48239165248785, 507.8522061342006, 4721.5059581739, 281.5429479791239, 292.5818107180628, 3348.0747576176527, 333.93007727657795, 1093.8847149276105, 311.18865416933266, 1532.5801411075902, 529.745349059891, 4354.510343462062, 2090.2420463015947, 2367.625360959437, 288.37688876474215, 91.14296816393808, 52.39529399506711, 65.80597450085888, 92.3504299929764, 52.74973691037502, 59.02708005225423, 38.9064098107139, 60.21310988359642, 36.47834357052938, 131.3698429602702, 37.06944524988223, 46.221865747935965, 43.20247019012678, 33.87969078428182, 35.69557361794886, 45.721252428558216, 40.450172290245725, 47.585046053610526, 32.22569182723534, 31.458687406646323, 127.23230661057146, 30.989596604814942, 84.10864262424067, 30.257213657097502, 31.97948711440862, 55.182432466410944, 29.192492075347054, 47.96866211360414, 44.85945796155295, 136.86352892716806, 159.9399579477346, 167.10848353927605, 149.01428335587508, 85.72473386300219, 350.89538905497784, 123.82844051383523, 190.7596462884245, 80.68328977847372, 115.63969785471632, 395.1838867319269, 269.1270888827993, 2102.980297573377, 278.66114733406033, 183.77256247745535, 220.00843383905726, 2831.423489590745, 4721.5059581739, 4354.510343462062, 1253.7253434235238, 736.5881649773638, 3348.0747576176527, 341.0064958942997, 273.20770333592867, 1199.486680820167, 440.11634509801667, 1219.002501525919, 924.8236200748668, 492.4113685271665, 2090.2420463015947, 541.4647264350474, 479.31753670639114, 150.68543226674356, 53.382827268685624, 46.91538962329849, 42.38596924266175, 32.89869485987119, 101.18655273795545, 31.297453553417082, 31.488756960922615, 53.3498029181139, 53.549245834893135, 29.744934715571027, 29.300105954828545, 26.803038855023, 27.273352866011262, 26.464189212848844, 25.81625265594146, 25.83381306464826, 32.089944615974225, 26.087322218540887, 52.41404095981483, 22.935950272806608, 23.191806438975505, 32.02852914412438, 23.025458027177645, 50.7842094820464, 39.842347360464395, 24.23026925193739, 22.512748213457044, 52.77772941982927, 269.28283534046716, 115.35657175924754, 159.56288608660745, 911.3980856545157, 4721.5059581739, 2102.980297573377, 400.34682616242344, 1501.1879138886563, 190.7596462884245, 207.24934762238928, 286.1652981002337, 742.89268483386, 109.75995125158718, 269.1270888827993, 1149.3880343163073, 4354.510343462062, 278.62852346629, 644.47595329023, 487.7246911036937, 1532.5801411075902, 53.8151140033238, 41.71501989788164, 158.09160313869734, 32.34537599922213, 30.298503227438562, 27.82746167782392, 31.279313471747656, 49.37327107034148, 24.558603198194028, 33.9638546851, 124.94333571494066, 24.175785528195185, 24.03591596942688, 23.514165098139657, 24.29824021037659, 52.2665989219321, 49.101806066981844, 27.295019770716884, 27.884585382515287, 28.09192066963343, 23.05190305205788, 46.31644486621783, 27.56574912138191, 49.137185279607344, 22.540234076880342, 22.695750187362382, 31.165075334497782, 34.51952567836424, 26.709835900850237, 21.67415284427481, 43.88755293153318, 92.0442172567731, 77.85319183567087, 44.59057891463241, 779.3068468071386, 319.75223098259056, 51.122821166773306, 421.8860143572737, 162.2440717064699, 131.99058919270811, 189.05861965447352, 68.24393336345965, 277.50110105911654, 4354.510343462062, 182.18549306446386, 464.43939578041653, 1199.486680820167, 246.29000664815732, 268.3955180517002, 288.22219519965074, 437.0286919326492, 102.8628587577552, 504.3490618552024, 942.7301933674898, 256.04340623385383, 390.3209110815617, 886.5745647793814, 2576.5830033530237, 1253.7253434235238, 2219.077777476345, 2928.0617422353844, 1219.002501525919, 742.89268483386, 344.1305232156966, 218.69607140638314, 766.7822379648569, 282.83119163061036, 262.53334311429546, 169.35467357918316, 317.40484183583953, 274.52000705193757, 148.10894028735981, 192.81740771901875, 1267.304428633171, 270.9638685146313, 132.11642176270462, 143.28297497325366, 1016.2024045427963, 105.65142204049835, 350.02660379976635, 830.2030040762652, 102.67709504252426, 505.09429153250744, 119.24938924974703, 470.1457388068411, 90.7871460023974, 94.34511993341148, 86.23288568670033, 86.30578562519828, 563.3412777830964, 1560.4126681519776, 86.17792525817346, 105.40575047311685, 2694.397033796903, 638.008311082182, 256.369731742113, 759.1926038065974, 180.80170377143813, 1179.620738860344, 2831.423489590745, 476.77739376354896, 924.8236200748668, 2102.980297573377, 849.8303427799258, 917.8435171397583, 4721.5059581739, 2133.350455931464, 404.2526423609749, 1572.2846632334386, 2090.2420463015947, 3348.0747576176527, 887.4955897541612, 1093.8847149276105, 525.0682531673185, 2928.0617422353844, 1149.3880343163073, 212.79085062560276, 210.60465787874534, 212.81241950860854, 229.10396178327287, 107.96658849513729, 106.48502335988134, 106.46716404307625, 86.24979680133809, 71.1715976242994, 52.07281965297323, 35.87762544132791, 30.921198291412026, 46.983686604686696, 229.16498670886614, 52.121198909052644, 36.84137575871501, 21.65408365209867, 21.990150125766917, 24.319999214719612, 38.99165706791095, 21.030845277810272, 28.143301327222904, 20.95681430084148, 31.917972477758816, 20.95325498726224, 101.87687354871764, 23.372401608926133, 27.10932848637531, 31.267192001079987, 20.086465674797296, 383.22953414973, 74.80722602857686, 273.20770333592867, 273.62589347550903, 240.49672278751544, 143.5146089847515, 541.4647264350474, 736.5881649773638, 464.43939578041653, 202.54326054594966, 144.65189545744786, 186.4424456281473, 493.66216295786023, 255.4160190025613, 85.37068233764045, 61.6304068452532, 116.73866118073836, 49.31247541152808, 39.45879657293257, 86.65144572323133, 129.60173682366067, 52.5106899342507, 37.84632663234447, 67.05606142534604, 134.92815695893273, 89.31680106125081, 50.68014273929858, 117.6513208285178, 92.43752079551193, 38.6673837701281, 64.51251167229098, 31.71163630334064, 30.77901583967154, 29.871977398744114, 38.04212523700709, 49.235793058941326, 31.324777641150206, 28.209099737391604, 83.87974461447995, 27.133875166196766, 25.94959608043204, 27.139274668597114, 25.005094217040654, 86.62099580533054, 79.07164503744524, 2367.625360959437, 129.5306065828906, 106.72384181297818, 193.08963814924618, 79.66027089150764, 911.3980856545157, 400.34682616242344, 269.28283534046716, 2219.077777476345, 1060.4664539100972, 1572.2846632334386, 886.5745647793814, 1253.7253434235238, 350.89538905497784, 530.1037338959384, 2102.980297573377, 1219.002501525919, 2133.350455931464, 68.2629148547581, 65.8500687716608, 70.47649713788083, 63.3565948070016, 487.7246911036937, 45.514844687732285, 382.94199423845015, 82.37355822085608, 41.861000935439854, 43.62740320920091, 52.170378951829534, 39.63218894925949, 74.77681294718819, 39.15836026149584, 38.299216779146136, 42.07726279871709, 59.519295625621595, 37.47522528615001, 38.21495340118155, 36.1959515612378, 51.021046774338984, 34.296612402292666, 73.79040770889031, 33.781064768900485, 116.36983727882694, 41.03037085473084, 129.8251543360634, 51.179873834289985, 291.90753182174706, 45.690350468329086, 125.3680078651751, 131.57820379054323, 169.92633375435423, 200.90263017035085, 211.88303327087817, 237.05282720023217, 99.54669115245758, 1501.1879138886563, 507.8522061342006, 486.4041381975587, 88.29967612991085, 100.75368262757057, 2367.625360959437, 4354.510343462062, 496.91585232628717, 513.8198696596686, 506.9640819378049, 4721.5059581739, 221.61047404514875, 436.1271631145409, 448.3776534062503, 886.5745647793814, 3348.0747576176527, 1253.7253434235238, 467.84194876417297, 216.77921176727273, 125.21618415165177, 55.05382523193506, 66.37492035639666, 47.612732637040935, 45.54372406470715, 40.292622439350076, 35.385041931209635, 36.043983590225714, 72.32379658095812, 31.732307031949112, 30.03569035809585, 35.101870283979856, 210.7077883113306, 29.149953671134888, 116.40817183427475, 31.326514600957342, 47.52868675136885, 33.13211418112204, 27.32073195131329, 26.549410016402685, 27.450462233734278, 27.495553881818974, 50.079731592879675, 67.36049917693397, 26.6460513091723, 38.041422165852886, 42.09318494711682, 27.63026490983469, 31.731209243186708, 123.23326610348123, 52.90907648142172, 46.85329138440322, 530.1037338959384, 238.93065100239068, 344.36249620064825, 409.65138270318363, 134.63814386737891, 144.34453839206202, 165.5082034000868, 492.4113685271665, 239.87163550757572, 533.3137642589973, 297.3682679047521, 886.5745647793814, 1501.1879138886563, 346.7408115358057, 430.81073631767634, 779.3068468071386, 465.4116846443326, 704.6325798862307, 4354.510343462062, 1149.3880343163073, 2102.980297573377, 557.343028340054, 2219.077777476345, 1253.7253434235238, 2928.0617422353844, 421.82244563253033, 213.42851952219544, 99.65627081705638, 57.10867438884593, 94.07839554801122, 161.587479525878, 77.2416189157749, 43.52731183598042, 39.906475291372985, 54.80642182911546, 46.16263667664182, 45.34500612338591, 37.35238100149031, 37.28543733852664, 36.397120395806255, 47.61881795919252, 62.90425918973249, 36.60922408353864, 71.15665757243812, 32.598965309601546, 33.62994166893338, 32.97812574873131, 42.24143233254844, 590.4861876965875, 85.12892359556483, 39.51139562452045, 53.25748995562046, 27.96304781952092, 29.11248833707769, 118.7926718673061, 88.14833302959714, 213.59097058696454, 203.41192741900298, 119.15682054636439, 166.2718697446507, 65.6259352126362, 741.3832200413648, 104.71451737847443, 248.12154695280677, 942.7301933674898, 311.18865416933266, 772.501971028092, 120.7247036612812, 278.3297634894457, 3348.0747576176527, 2928.0617422353844, 2576.5830033530237, 2219.077777476345, 333.4051937020599, 644.47595329023, 4721.5059581739, 177.84118869640545, 2102.980297573377, 56.731411935311534, 36.024506790026045, 33.15447242593902, 26.312399492966676, 23.9707825034867, 23.573290240244695, 32.1857863158286, 28.099159830570528, 22.69249658297135, 22.06323953911477, 26.72586664954034, 112.7784040787902, 26.502047078223633, 30.881733138936024, 29.301246845005867, 28.498078199787475, 31.910050304691133, 34.264671194054806, 21.197107679730323, 21.1916863595559, 22.923415599066047, 125.69308442141647, 20.8029993020966, 35.864209403762935, 20.220745774983182, 20.550150115506053, 28.77708369645485, 20.792554784086423, 33.61654982966844, 22.413848671959652, 33.96575520290924, 38.18496181862732, 68.24393336345965, 67.57830008882091, 104.44490037180216, 63.820337616391384, 199.56291440615178, 60.911456577108346, 98.37767809237701, 334.8135624034338, 46.713197106398376, 41.956561264610365, 138.4814751072162, 506.9640819378049, 158.67484847819048, 100.44283354448082, 753.1380802214857, 411.5484800152728, 3348.0747576176527, 385.2479801998837, 942.7301933674898, 467.84194876417297, 2928.0617422353844, 2576.5830033530237, 378.1283695006317, 2219.077777476345, 492.4113685271665, 4354.510343462062, 441.3978693623059, 194.7259123444395, 1060.4664539100972, 1093.8847149276105, 180.1918824102047, 135.3888672257995, 165.82032300882577, 173.63020325158186, 157.6402501723742, 89.75884555524621, 92.10673629709483, 87.07207669114779, 93.53951863194976, 97.01114002253637, 467.84194876417297, 86.16095740307394, 57.075302761270066, 139.76259237252467, 57.14663339722609, 57.80969379222043, 53.082853448355344, 63.26569618437091, 334.8135624034338, 52.4162471458395, 47.2626423898794, 49.04793527119911, 53.60871264907494, 44.89397553529035, 72.49112613618853, 44.21227549676635, 55.679670980587, 59.604631862429976, 41.70318239751632, 45.18207390780141, 177.53865568846987, 65.91656765307609, 201.7196897748121, 492.84298313916446, 105.63814940167119, 79.95910239624008, 112.51644667564163, 4354.510343462062, 215.09848305625414, 237.8101442065679, 248.57293621334992, 1501.1879138886563, 704.6325798862307, 440.11634509801667, 1149.3880343163073, 3348.0747576176527, 419.2330847535343, 278.39401721043293, 506.9640819378049, 557.343028340054, 492.4113685271665, 496.91585232628717, 1093.8847149276105, 507.8522061342006, 612.7477945705277, 298.28389764247675, 1219.002501525919, 465.4116846443326, 2928.0617422353844, 36.655615848938986, 39.880403787292245, 225.6584891969556, 32.468295420327486, 28.172921033879295, 41.956561264610365, 29.430571643365266, 33.23271458566601, 92.90198174236346, 26.549596903371135, 24.89316883245905, 24.832365545570088, 31.305624229752862, 34.264671194054806, 23.622533547795605, 43.43882831087701, 23.852602680932932, 76.50710320563267, 30.69921554207144, 22.298525010353746, 88.58109306037989, 21.95166800562237, 43.572103338470086, 111.81327740658008, 27.107925249808623, 57.91084442079384, 22.39084955228621, 41.305483989886376, 36.842275778444716, 21.27590758586539, 48.86873675376516, 107.85795222430873, 74.37869244196625, 135.0013646025536, 52.243671362241955, 96.11400712039882, 942.7301933674898, 369.357835957664, 266.5489579180911, 188.35870241045384, 427.577378013777, 779.3068468071386, 1199.486680820167, 338.9303047399317, 3348.0747576176527, 772.501971028092, 441.3978693623059, 1093.8847149276105, 1219.002501525919, 1060.4664539100972, 297.3682679047521, 412.49051737096556, 366.20776206540705, 319.75223098259056, 769.2965517715892, 277.92910442187815, 639.3776646588326, 138.61106501591206, 555.8160750041053, 56.20840698571458, 63.707690741285354, 314.1876594108629, 39.63198059380145, 40.75760582817144, 36.140099966090496, 46.2659435317192, 35.170549187162734, 36.54510367506709, 155.52907446387923, 36.48625314698442, 36.65794571909158, 35.5619672865615, 42.26252951264095, 37.65317842855132, 34.497365301795455, 153.59317820113208, 34.14523373339655, 33.25759811452342, 48.555152387159225, 55.84109177481397, 57.03152328090147, 86.79811853093355, 207.24934762238928, 31.256693966964882, 215.22906146613752, 30.402372952108326, 31.259526841572747, 1572.2846632334386, 142.31162116296383, 135.0036929222181, 91.23577316216979, 151.39095953221187, 2133.350455931464, 186.2529582235232, 175.34285883389558, 458.4978713012301, 162.22027916311805, 74.80722602857686, 2367.625360959437, 1501.1879138886563, 2831.423489590745, 887.4955897541612, 142.32546628706956, 2102.980297573377, 220.8432527357693, 759.1926038065974, 137.3697404156813, 736.5881649773638, 639.3776646588326, 1149.3880343163073, 2694.397033796903, 569.601290272888, 3348.0747576176527, 1179.620738860344, 1093.8847149276105, 114.66838474638797, 209.76898956177155, 168.94377378325964, 60.14143773295832, 58.02008978244445, 63.279991634337264, 56.49980441810706, 107.60570383205898, 53.5683805534554, 54.802631767422696, 47.30640993550919, 203.07250434478, 90.75809232458714, 58.2830766717764, 39.863427078257224, 40.05107377411389, 108.10924380232171, 129.39683487267612, 37.00893339319174, 38.23615652314921, 62.61775292351621, 63.02792923759899, 36.078060736078356, 138.52416838445026, 37.88692146380859, 34.01447843073953, 57.05036440629154, 34.02551959857166, 34.09994269064903, 42.384698201232865, 197.9651400416272, 2576.5830033530237, 145.00888703493766, 116.43445359303921, 311.14369799700455, 221.61047404514875, 2928.0617422353844, 130.36382584063875, 2219.077777476345, 496.91585232628717, 4354.510343462062, 507.8522061342006, 247.65889441593214, 529.745349059891, 779.3258357365786, 513.8198696596686, 366.20776206540705, 1199.486680820167, 248.12154695280677, 704.6325798862307, 421.8860143572737, 1060.4664539100972, 248.57293621334992, 942.7301933674898, 772.501971028092, 333.93007727657795, 394.71994964643227, 385.2479801998837, 753.1380802214857, 101.60798929224288, 90.95296909885573, 72.07397550021321, 50.59240921347721, 111.56816355938766, 48.157071810258564, 77.13584263878121, 47.55638876621435, 45.47714462917891, 122.6379127424922, 114.33354643158891, 53.158515551830504, 41.98518256517577, 107.69824778360257, 427.6908657019504, 43.58424491827154, 65.57492711074835, 35.28830516619332, 139.0403281263121, 71.22796720843446, 33.80873897927469, 32.86110648982805, 81.0930849266986, 39.204321438126556, 31.085854756021554, 86.18207253152812, 136.144675330003, 48.24404948073913, 43.13587441339356, 63.290923947068435, 84.00841669440426, 107.854558127896, 166.96657365104176, 341.0064958942997, 93.13546251656791, 350.89538905497784, 162.0744919321795, 1199.486680820167, 246.29000664815732, 2831.423489590745, 1560.4126681519776, 355.71436223839453, 1219.002501525919, 2694.397033796903, 3348.0747576176527, 1572.2846632334386, 4721.5059581739, 2090.2420463015947, 349.64597978413593, 2367.625360959437, 886.5745647793814, 1253.7253434235238, 308.88461096306486, 4354.510343462062, 2928.0617422353844, 2576.5830033530237, 1016.2024045427963, 2133.350455931464, 441.3978693623059, 759.1926038065974, 2219.077777476345, 1267.304428633171, 849.8303427799258, 1014.6761548094097, 830.2030040762652, 82.21218577692107, 73.44554569672765, 150.96003546511145, 73.40665379733566, 69.10758502534169, 51.14927793816046, 51.204009990482376, 53.67672675447423, 38.496755906092815, 113.65729999702475, 43.130841885830336, 220.8432527357693, 85.18026170286755, 37.48425027211392, 37.375208824974465, 35.518118316915064, 45.04226837578936, 80.77950386202976, 77.37032997620088, 84.93170702302649, 49.54238745702464, 38.79109476660216, 30.747868518836942, 29.96050557549701, 37.577111003340256, 35.463445825835265, 34.02174681270936, 40.64545081588717, 26.999692175937295, 72.42464724477165, 96.97920374727987, 70.65451889289001, 779.3068468071386, 421.8860143572737, 167.72427261743275, 314.1876594108629, 4354.510343462062, 911.3980856545157, 674.6724658391416, 160.59873234505602, 2102.980297573377, 448.3776534062503, 569.601290272888, 371.2013118722758, 225.04331371783812, 169.79124092139824, 147.0055958462003, 255.4160190025613, 2219.077777476345, 1060.4664539100972, 886.5745647793814, 193.935263177571, 93.29258955790753, 84.1043574952898, 56.08916395246534, 48.89976040198696, 91.47644662953556, 34.72456414883191, 153.97966941019988, 33.34361335201473, 29.977257321624116, 30.759230554535158, 27.820784154882503, 27.688968957756217, 27.563122831291537, 46.08570661537146, 27.4475781055029, 106.35685552295998, 33.949264391784645, 26.365444097357944, 26.650011847053094, 25.788108006656, 25.244930969468207, 56.251521610239394, 45.15059830311946, 30.551280560272044, 24.064204468832806, 26.909694719311933, 110.21609829966356, 53.58479300790558, 47.440020262430934, 99.54669115245758, 182.5157916884691, 106.79236926347676, 54.12245473964632, 116.40817183427475, 88.03201634236737, 76.86183161658673, 365.87712723557104, 80.21873575208852, 487.7246911036937, 4354.510343462062, 541.4647264350474, 285.07749284545866, 183.77256247745535, 1149.3880343163073, 492.4113685271665, 330.78429669087564, 291.90753182174706, 1501.1879138886563, 234.90512604562662, 141.05025298793674, 48.43291130275956, 46.88474700766327, 51.517155575539604, 39.87598267636402, 70.1221259539981, 35.76887455027576, 34.78918486209421, 32.171414380799234, 30.492800561475388, 74.76404235579663, 31.52639119834573, 62.36417492526856, 28.61841413872672, 28.652945168277817, 36.16581177680732, 33.5369423348458, 25.930313680699786, 27.108721109092958, 34.551062265412895, 25.699583799560898, 24.584367806111917, 26.065562841580327, 39.90180216033131, 26.651039089485092, 44.579736703947276, 25.442483077338782, 23.286002322315042, 46.378654997426395, 104.84921557287335, 33.57824002918667, 61.51855580383734, 885.1911079080018, 128.38963710103914, 687.5974118234058, 448.3776534062503, 569.601290272888, 463.63483647228446, 267.5069098611395, 2102.980297573377, 704.6325798862307, 1501.1879138886563, 4721.5059581739, 278.66114733406033, 4354.510343462062, 464.43939578041653, 2831.423489590745, 148.38282973337607, 911.3980856545157, 2133.350455931464, 53.45807945481055, 51.74049910278612, 52.17347457163117, 71.8419221902723, 43.787423541036304, 41.26857808196686, 41.082678052954094, 39.27016700338683, 88.08157828824781, 33.766141273199985, 32.27631288123496, 33.14953782083566, 31.121557189426365, 29.839416080168846, 40.88668339424018, 102.40777063722568, 31.27155994522454, 32.462581126716636, 47.607091363241686, 27.87886487953647, 33.631751225166404, 38.31755552594479, 67.86035067699741, 27.46195760249238, 56.81547480986997, 26.442439739972986, 26.719090351212188, 27.348220973824336, 36.080785121043576, 25.712241424729466, 113.53313123219543, 209.70493131402532, 66.05290320781566, 46.52685131665229, 305.17081140369527, 363.09070945304694, 121.54357497998852, 98.20039870817855, 88.03201634236737, 911.3980856545157, 2928.0617422353844, 349.64597978413593, 81.5506899004571, 399.527014199479, 212.75142422938666, 2576.5830033530237, 779.3068468071386, 99.86198308697432, 104.70705555945968, 441.3978693623059, 172.7812128828512, 885.1911079080018, 4354.510343462062, 373.44597648216313, 779.3258357365786, 234.7299119770667, 2219.077777476345, 1501.1879138886563, 377.0768046836256, 1199.486680820167, 1219.002501525919, 79.19778132671962, 64.44385283181857, 65.24972305768154, 85.56924775217998, 48.78151431547835, 45.93412426512546, 56.87166649869326, 50.5867165445787, 62.6438450967278, 50.20981317992534, 68.83324727391374, 63.285429474482086, 150.1847319433573, 109.75995125158718, 122.98813752235002, 41.11185713171806, 41.33940030039798, 46.74006546405807, 136.89214720087062, 42.25548624933831, 66.34566427983236, 102.8628587577552, 110.56100707812163, 36.17046172879789, 186.4424456281473, 162.2440717064699, 105.2235458528423, 42.621852419076774, 33.11730645889793, 34.26649370059059, 203.41192741900298, 132.05173574602657, 177.84118869640545, 1060.4664539100972, 530.1037338959384, 319.75223098259056, 206.95854218134963, 434.90503579202345, 268.3955180517002, 1253.7253434235238, 327.3302453341749, 175.24599690635335, 383.22953414973, 228.96045177932177, 157.10992125911693, 145.90562009589055, 644.47595329023, 1014.6761548094097, 266.5489579180911, 1199.486680820167, 4721.5059581739, 3348.0747576176527, 458.4978713012301, 2928.0617422353844, 2576.5830033530237, 612.7477945705277, 254.03381202385776, 736.5881649773638, 50.29835363909842, 107.78064786532033, 51.651850114118616, 36.76306496889263, 33.36215411979938, 32.26407932861738, 31.03966014738848, 32.71963663696821, 44.74108581287331, 32.51374326340845, 29.361572958826585, 48.0007898761085, 27.29585713162659, 34.198946521317225, 27.709464080346276, 29.62973327731208, 27.43957264388908, 27.133204087996738, 54.06750333425897, 55.50033790544103, 27.653463266793526, 144.14576013890056, 39.114009273825985, 96.86603712688978, 37.96963396626132, 28.968323969101736, 87.45603499981733, 53.57295220295615, 52.41404095981483, 26.57113617044216, 96.1205725156025, 206.37243425394493, 129.80164570442318, 297.22396662068377, 409.60278406787273, 464.43939578041653, 189.68150857879658, 731.5445964012857, 184.10653850694933, 333.93007727657795, 229.66111778538647, 402.6261261588443, 399.527014199479, 166.32948793930072, 1253.7253434235238, 541.4647264350474, 3348.0747576176527, 254.03381202385776, 687.5974118234058, 250.89860464433514, 530.1037338959384, 369.357835957664, 557.343028340054, 479.31753670639114, 736.5881649773638, 236.15183528441503, 267.5069098611395, 419.2330847535343, 294.2319625477832, 674.6724658391416, 907.3789387451259, 144.92722534722103, 72.25131280117499, 63.952121960184485, 885.1911079080018, 64.04751167078759, 39.87040181882064, 39.6791724750472, 74.06279506430677, 44.19578470285721, 38.55475525188943, 63.35361583634877, 45.25932079457444, 35.44599473285563, 58.719508690289935, 44.72031879869438, 34.37584649812929, 39.105710101489755, 36.139306565596705, 34.439397031584285, 36.00103559904396, 66.5730068670565, 32.69960335639376, 31.716242238046043, 31.64786206434557, 47.21975546427862, 32.88072971516046, 50.84891491942324, 56.43739111805388, 30.43295557578807, 32.54518599276641, 158.62675854685145, 78.8661401489824, 113.53313123219543, 100.56499075535599, 269.1270888827993, 73.77832211453338, 381.26332240811166, 117.73901443474858, 156.8235912252511, 88.57553420893697, 476.77739376354896, 268.86693056752875, 395.1838867319269, 4354.510343462062, 168.65790903467544, 386.11400413396046, 759.1926038065974, 4721.5059581739, 160.20286719562617, 2102.980297573377, 557.343028340054, 569.601290272888, 2219.077777476345, 55.59589588050908, 42.39841964908426, 40.390246561992726, 77.97726618853284, 38.64417251820502, 321.8142883622144, 70.64990527886546, 30.610455054665636, 32.035059343830724, 28.592636644011506, 55.50772971297906, 106.79236926347676, 67.5990786300452, 36.1040440227237, 26.45651190942498, 30.743151606198303, 344.36249620064825, 24.182381447096088, 24.830319085976836, 24.96148724859509, 33.6559213615771, 30.67415747219725, 24.24805094184222, 122.68830326053823, 209.34744403741087, 25.06584949158283, 149.57247123610378, 46.1306995550586, 27.215424230913715, 22.0274976241215, 35.56799487569791, 102.98858996705795, 187.47389943777534, 58.7737062727108, 199.01477166186268, 886.5745647793814, 110.5233720110198, 57.28147482285794, 464.43939578041653, 148.38282973337607, 4354.510343462062, 459.50690715558045, 199.56291440615178, 612.7477945705277, 170.7125771610774, 275.97407456250676, 201.99458788757394, 535.8522907921555, 779.3068468071386, 2219.077777476345, 742.89268483386, 1199.486680820167, 687.5974118234058, 4721.5059581739, 1501.1879138886563, 3348.0747576176527, 583.0410066018057, 1532.5801411075902, 138.852094962384, 141.7126579668127, 86.80443665074337, 69.20338121774697, 66.19008587151987, 76.22646662313093, 51.047188071384944, 203.77373883806888, 97.83407364901076, 124.47465409756836, 61.39619555058354, 87.67966577556253, 68.21677992190789, 70.69187935522484, 64.58941892260539, 83.52835964483904, 148.2335779160626, 78.74344480343245, 311.0363461383827, 75.36845642219136, 88.31713909480926, 48.797840461104435, 87.55404862295676, 82.6377628363933, 38.9380544137655, 129.04865126273182, 54.61916701272202, 54.818731273840164, 254.03472957151843, 278.3297634894457, 437.0286919326492, 275.40305950412846, 2090.2420463015947, 492.9807358139766, 741.3832200413648, 310.17441119519003, 378.1283695006317, 277.92910442187815, 530.0280029982061, 268.47289775162005, 162.22027916311805, 917.8435171397583, 4721.5059581739, 1014.6761548094097, 373.44597648216313, 376.8439566701525, 479.31753670639114, 377.0768046836256, 1179.620738860344, 769.2965517715892, 907.3789387451259, 400.34682616242344, 849.8303427799258, 2133.350455931464, 2928.0617422353844, 3348.0747576176527, 2102.980297573377, 924.8236200748668, 1093.8847149276105, 2831.423489590745, 569.601290272888, 93.13389237003287, 93.58013212342387, 193.86915659257355, 45.00453177113341, 98.84178952475791, 38.650026510901846, 60.181910681842126, 36.20425534002789, 33.55035947785298, 52.56874504020085, 38.13729316856287, 31.293344223484247, 30.497688558776495, 34.89246142862872, 29.93169780542068, 77.81065402057891, 154.3533285284592, 30.846301268090798, 71.65741326467258, 36.55803696375133, 78.43062393004345, 28.04511975594318, 28.400356691722017, 27.482997406965293, 158.09160313869734, 42.97557498104456, 115.3968391885722, 79.36647538719771, 25.54582023585555, 80.23437894630797, 145.00888703493766, 212.75142422938666, 350.63355773782695, 302.19620898829004, 182.18549306446386, 410.7649281141215, 123.63393275511204, 69.77922876003029, 87.97749410035398, 131.70934981401473, 421.8860143572737, 2576.5830033530237, 2367.625360959437, 403.20851858203605, 448.3776534062503, 2928.0617422353844, 223.96464140181786, 1199.486680820167, 4354.510343462062, 2219.077777476345, 441.3978693623059, 1219.002501525919, 4721.5059581739, 2102.980297573377, 772.501971028092, 246.29000664815732, 779.3258357365786, 164.38935854101405, 88.66865424543676, 95.87743455626823, 128.79364774867827, 133.56210596662683, 37.63883257204955, 35.93947961868928, 39.4660792166566, 37.91837756432146, 35.71323592609222, 37.73519068514025, 98.6314948433818, 93.87103883392109, 81.4358885931745, 30.085387640999897, 48.02667068168421, 38.15717115389279, 37.63937681727475, 30.59871925850232, 41.375756080884415, 32.460083431451125, 29.52378390187177, 30.882512006548684, 30.31596857294451, 51.34309047769432, 32.61128908642697, 27.650793666504672, 27.72554731213331, 42.21274001968199, 86.62099580533054, 138.1054705973071, 383.9559674971606, 687.5974118234058, 2133.350455931464, 119.15682054636439, 254.03381202385776, 191.11536124727067, 217.8601558452861, 1014.6761548094097, 2367.625360959437, 136.80572558716938, 352.61922448764034, 731.5445964012857, 103.83063429695731, 464.43939578041653, 4721.5059581739, 105.06476158820305, 2694.397033796903, 175.33316381151056, 3348.0747576176527, 225.96940477127356, 492.9807358139766, 2831.423489590745, 741.3832200413648, 398.8537170058562, 409.65138270318363, 101.74481539282478, 73.0175116286829, 96.35397190014292, 84.82768142329213, 62.65936972970957, 56.64866852712235, 105.89370818620259, 56.003140179795864, 62.64212840820235, 52.21037517565564, 75.30544806392474, 117.71611410778956, 114.25995234360684, 75.0357664993172, 45.38365606633396, 131.99058919270811, 48.98906544342743, 91.73858265841523, 147.56278571075205, 43.28055256156202, 195.34559371831392, 69.85013451167734, 51.92751209416152, 132.3230275468895, 145.64339618419896, 48.08027427694009, 288.22219519965074, 48.12501980093615, 61.41708423571631, 52.1999217167646, 535.8522907921555, 188.2455831074677, 385.2479801998837, 133.85232645821338, 171.83066395318693, 277.50110105911654, 436.1271631145409, 171.46061134137148, 753.1380802214857, 390.3209110815617, 247.81685328622132, 354.52172429812094, 779.3258357365786, 410.7649281141215, 186.53055697467312, 742.89268483386, 506.9640819378049, 674.6724658391416, 3348.0747576176527, 276.43927229813943, 731.5445964012857, 448.3776534062503, 383.9559674971606, 208.42468411299237, 2219.077777476345, 2928.0617422353844, 213.8740344898318, 419.2330847535343, 292.6227025783874, 907.3789387451259, 513.8198696596686, 360.4242375054014, 886.5745647793814, 394.71994964643227, 1060.4664539100972, 4721.5059581739, 2576.5830033530237, 779.3068468071386, 83.46625493174714, 38.98232779432989, 37.572864415701346, 36.951224393520526, 36.29472272227097, 33.22084879536179, 38.434295180598404, 34.47773833546657, 41.5652675244938, 32.497815444014975, 30.713942898770597, 32.952972121534906, 30.34517254166585, 29.89828606203665, 41.72877500710633, 28.646319804484317, 28.418523357015285, 38.8575436890742, 36.15804846712809, 27.18759655219914, 106.35685552295998, 44.14133628175832, 95.68178306553462, 25.881570268046744, 132.78017625017858, 32.059082804923875, 26.621843844247643, 28.175086028985348, 45.058718451984035, 215.22906146613752, 362.98534706499345, 291.90753182174706, 53.79935622266967, 360.4242375054014, 88.03201634236737, 80.99790538404447, 541.4647264350474, 169.92633375435423, 116.40817183427475, 286.1652981002337, 1149.3880343163073, 440.11634509801667, 278.3764120436719, 942.7301933674898, 4354.510343462062, 1253.7253434235238, 127.14992121267305, 911.3980856545157, 487.7246911036937, 144.65189545744786, 1501.1879138886563, 338.9303047399317, 772.501971028092, 2576.5830033530237, 126.97173972861142, 211.82083295599463, 78.49629575721022, 71.85652334118637, 36.25054868470342, 49.88900131636913, 158.14598029278824, 83.23345874112664, 51.89658250192963, 43.099982129588, 29.309083557101275, 30.900404261615734, 30.55197466246952, 225.7324085330865, 25.96652119117072, 25.97627553657051, 25.140494417808746, 123.58754655226396, 24.194755128923685, 31.43829746731955, 23.607820312084897, 22.78122247476376, 48.368766881200585, 91.30267964215777, 21.382003066769613, 21.750020070882204, 22.23215094171168, 38.75595328594592, 27.599390918048293, 28.039603091663608, 46.85329138440322, 2367.625360959437, 887.4955897541612, 395.1838867319269, 411.5484800152728, 506.9640819378049, 321.8142883622144, 1572.2846632334386, 400.34682616242344, 142.32546628706956, 476.77739376354896, 479.31753670639114, 129.60173682366067, 187.15260533754824, 1253.7253434235238, 4354.510343462062, 769.2965517715892, 533.3137642589973, 704.6325798862307, 1199.486680820167, 525.0682531673185, 942.7301933674898], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 3.723, 3.595, 3.4505, 3.4137, 3.3816, 3.3563, 3.3523, 3.3282, 3.2865, 3.28, 3.2666, 3.261, 3.2206, 3.2114, 3.1737, 3.1703, 3.1434, 3.1145, 3.0707, 3.0356, 2.9912, 2.9856, 2.9789, 2.9706, 2.9186, 2.8865, 2.8797, 2.8555, 2.8338, 2.8236, 2.8221, 2.8145, 2.6394, 2.7572, 2.6922, 2.354, 2.6477, 2.5442, 2.1622, 1.9794, 1.9546, 1.6514, 2.122, 2.2748, 1.2239, 2.127, 1.5785, -0.0267, 1.9306, 1.893, 0.0589, 1.7921, 0.8631, 1.8323, 0.4192, 1.3422, -0.5522, 0.0625, -0.2109, 2.85, 2.7384, 2.6364, 2.632, 2.608, 2.6047, 2.5526, 2.5399, 2.5368, 2.5081, 2.4952, 2.4946, 2.493, 2.4422, 2.4333, 2.4232, 2.4146, 2.4079, 2.4028, 2.4018, 2.3786, 2.3591, 2.349, 2.3319, 2.3258, 2.3191, 2.3122, 2.3096, 2.3064, 2.3062, 2.2866, 2.2502, 2.2459, 2.2339, 2.2415, 2.0729, 2.185, 2.1131, 2.222, 2.1333, 1.7088, 1.8001, 1.0952, 1.7144, 1.8572, 1.7646, 0.6051, 0.2814, 0.2799, 0.8731, 1.0788, 0.1409, 1.4615, 1.5955, 0.6047, 1.2492, 0.5315, 0.7139, 1.1458, 0.029, 1.0421, 1.1218, 4.2866, 4.0982, 4.0172, 4.0054, 3.7968, 3.7529, 3.7252, 3.6985, 3.6742, 3.6711, 3.6607, 3.6604, 3.5599, 3.5413, 3.5088, 3.504, 3.4332, 3.4063, 3.3916, 3.312, 3.2872, 3.277, 3.253, 3.2309, 3.2207, 3.2156, 3.1755, 3.1568, 3.1417, 3.1363, 2.7922, 2.5795, 1.9352, 0.6291, 0.9424, 1.7334, 0.8112, 2.1266, 1.9576, 1.6895, 0.9286, 2.4043, 1.6596, 0.4008, -0.8539, 1.5818, 0.7826, 0.9801, -0.1833, 3.7546, 3.4786, 3.3996, 3.2231, 3.1996, 3.196, 3.1396, 3.1325, 3.0947, 3.027, 3.025, 3.0214, 2.9923, 2.957, 2.9236, 2.9178, 2.9086, 2.898, 2.8801, 2.8797, 2.8692, 2.8658, 2.8372, 2.8316, 2.829, 2.8245, 2.8162, 2.7994, 2.7753, 2.7717, 2.7683, 2.7544, 2.7129, 2.7515, 2.3977, 2.5073, 2.7088, 2.1881, 2.4196, 2.376, 2.1904, 2.5576, 1.9989, 0.9148, 2.1442, 1.712, 1.2413, 1.9669, 1.9163, 1.7815, 1.4898, 2.3324, 1.2233, 0.7887, 1.6781, 1.3826, 0.7925, -0.0843, 0.3881, -0.0997, -0.4341, 0.2724, 0.6006, 2.0971, 2.0758, 2.065, 2.0611, 2.0538, 2.0517, 2.0477, 2.0443, 2.0344, 2.0285, 2.0222, 2.0215, 2.0194, 2.0081, 1.9964, 1.9913, 1.9908, 1.9882, 1.9845, 1.9775, 1.9719, 1.9704, 1.9622, 1.962, 1.9526, 1.9512, 1.9414, 1.9364, 1.9255, 1.9188, 1.9093, 1.8538, 1.8726, 1.7748, 1.8924, 1.6844, 1.5814, 1.7644, 1.62, 1.3137, 1.5086, 1.4788, 0.9987, 1.1106, 1.6909, 1.073, 0.9318, 0.4053, 1.2006, 0.9629, 1.4753, -0.0406, 0.7419, 4.3835, 4.3801, 4.3781, 4.3511, 4.2961, 4.2914, 4.2912, 4.2522, 4.1997, 4.0931, 3.8525, 3.6583, 3.5101, 3.4631, 3.4607, 3.1407, 3.1226, 3.1152, 3.065, 3.0434, 3.0361, 3.0332, 2.9682, 2.9529, 2.8969, 2.8741, 2.8609, 2.7777, 2.7755, 2.7733, 2.6593, 2.4228, 1.7301, 1.6532, 1.6075, 1.8383, 0.9275, 0.6837, 0.9191, 1.4969, 1.7355, 1.5173, 0.6633, 1.2287, 3.6479, 3.5738, 3.5097, 3.5036, 3.3839, 3.3272, 3.3181, 3.3164, 3.3087, 3.3081, 3.3015, 3.2979, 3.2746, 3.2519, 3.2338, 3.2259, 3.1819, 3.1652, 3.1106, 3.1045, 3.0739, 3.0677, 3.0255, 3.0218, 3.011, 2.99, 2.9486, 2.9424, 2.8927, 2.8856, 2.8755, 2.739, 2.832, 2.819, 2.3628, 2.6434, 1.598, 1.8307, 2.0073, 0.5918, 1.0334, 0.6727, 0.9465, 0.5026, 1.4569, 1.0876, -0.1615, 0.2538, -0.329, 3.0593, 3.0474, 3.0287, 3.0255, 2.9494, 2.9056, 2.8828, 2.8616, 2.8566, 2.8362, 2.8272, 2.8141, 2.8045, 2.7976, 2.7943, 2.7779, 2.7699, 2.7641, 2.7393, 2.71, 2.702, 2.6936, 2.686, 2.682, 2.6772, 2.6679, 2.6457, 2.6314, 2.6251, 2.6138, 2.6021, 2.584, 2.5048, 2.4816, 2.4371, 2.4167, 2.505, 1.6849, 1.9372, 1.8465, 2.4751, 2.4202, 0.9004, 0.5727, 1.6171, 1.5982, 1.5904, 0.2964, 2.0028, 1.5056, 1.4764, 0.7766, -0.4923, 0.3411, 1.169, 3.5018, 3.4869, 3.3847, 3.3372, 3.326, 3.3087, 3.2299, 3.1433, 3.1248, 3.0878, 3.0334, 2.9948, 2.9928, 2.9513, 2.9202, 2.9039, 2.8879, 2.8739, 2.8351, 2.8214, 2.8184, 2.8181, 2.8176, 2.8176, 2.8136, 2.8085, 2.7912, 2.7852, 2.7751, 2.7594, 2.7267, 2.719, 2.7064, 2.1969, 2.3096, 2.1331, 1.994, 2.3306, 2.3013, 2.2202, 1.6881, 1.9931, 1.632, 1.8661, 1.0938, 0.7836, 1.628, 1.4755, 1.0585, 1.3433, 1.024, -0.4613, 0.5551, -0.0785, 1.0805, -0.1637, 0.3386, -0.5643, 3.5683, 3.5348, 3.5245, 3.3894, 3.3529, 3.3232, 3.3029, 3.2979, 3.2958, 3.2879, 3.261, 3.242, 3.2306, 3.2269, 3.2008, 3.178, 3.1653, 3.1528, 3.1463, 3.1377, 3.1364, 3.1329, 3.0308, 3.0206, 2.9872, 2.9735, 2.9541, 2.9403, 2.9065, 2.8923, 2.879, 2.7981, 2.6841, 2.7675, 2.526, 2.8738, 1.9234, 2.6813, 2.2361, 1.5867, 2.0436, 1.518, 2.5529, 2.0598, 0.3957, 0.4617, 0.4226, 0.5254, 1.8297, 1.274, -0.3148, 2.2147, -0.2412, 3.9879, 3.6855, 3.5506, 3.4194, 3.4006, 3.3798, 3.2831, 3.2764, 3.2366, 3.218, 3.2089, 3.1975, 3.1856, 3.181, 3.1593, 3.1522, 3.1154, 3.1142, 3.1004, 3.0955, 3.0817, 3.0695, 3.0499, 3.0338, 3.0137, 3.0059, 2.9999, 2.986, 2.9828, 2.9808, 2.9714, 2.9679, 2.9192, 2.8674, 2.6536, 2.7711, 2.3999, 2.7667, 2.5973, 2.0567, 2.8376, 2.8779, 2.2108, 1.4487, 2.0778, 2.3478, 1.0356, 1.4264, 0.036, 1.4599, 0.7614, 1.1191, -0.2704, -0.2909, 1.2083, -0.2297, 0.9702, -0.8275, 1.0358, 1.7108, 0.1155, -0.0149, 2.6439, 2.6132, 2.6124, 2.6069, 2.5583, 2.5435, 2.5307, 2.5276, 2.5168, 2.489, 2.4512, 2.4426, 2.4128, 2.411, 2.4014, 2.3955, 2.3897, 2.3864, 2.3546, 2.3546, 2.3479, 2.3449, 2.3335, 2.3151, 2.3056, 2.2959, 2.2909, 2.272, 2.266, 2.2481, 2.2236, 2.2414, 2.1449, 1.8867, 2.136, 2.1926, 2.0892, 0.8189, 1.8366, 1.7862, 1.7604, 1.0356, 1.2853, 1.47, 1.0097, 0.4389, 1.4358, 1.6374, 1.3231, 1.2556, 1.2263, 1.1502, 0.4928, 1.1209, 0.9587, 1.5494, 0.3619, 1.1521, -0.5874, 3.8312, 3.7324, 3.7212, 3.703, 3.5742, 3.5624, 3.5345, 3.4845, 3.4706, 3.3576, 3.2828, 3.276, 3.2639, 3.2105, 3.203, 3.1966, 3.1866, 3.1569, 3.1163, 3.1132, 3.0953, 3.0807, 3.08, 3.079, 3.0656, 3.0651, 3.0481, 3.0169, 2.997, 2.9917, 2.9667, 2.8428, 2.8742, 2.7629, 2.9017, 2.7347, 2.0876, 2.1414, 2.2304, 2.3512, 1.9157, 1.5212, 1.2594, 1.8022, 0.372, 1.2687, 1.5777, 0.8422, 0.6999, 0.7603, 1.7055, 1.4395, 1.5166, 1.5873, 0.7712, 1.7061, 0.8744, 3.1096, 3.1007, 3.0194, 2.8793, 2.8706, 2.8435, 2.8427, 2.7978, 2.7641, 2.7624, 2.76, 2.7594, 2.7561, 2.7549, 2.75, 2.7494, 2.7277, 2.7205, 2.7147, 2.6908, 2.6837, 2.666, 2.6648, 2.6627, 2.6567, 2.637, 2.6341, 2.6283, 2.6201, 2.6002, 2.4717, 2.4955, 2.4969, 2.4887, 2.3817, 1.5767, 2.2558, 2.2446, 1.8896, 2.2367, 2.4912, 1.1892, 1.1359, 0.8182, 1.251, 2.1501, 0.587, 1.8035, 0.9634, 2.078, 0.8412, 0.9431, 0.4172, -0.2867, 0.9801, -0.7036, 0.2388, 0.2154, 2.6282, 2.6042, 2.5923, 2.5719, 2.568, 2.5561, 2.553, 2.5417, 2.5242, 2.5217, 2.4782, 2.4404, 2.3953, 2.3933, 2.3772, 2.3725, 2.3704, 2.3441, 2.3416, 2.3051, 2.2957, 2.2917, 2.2901, 2.2891, 2.279, 2.2663, 2.2645, 2.2621, 2.2532, 2.2463, 2.2297, 2.1502, 2.2107, 2.2021, 2.1224, 2.1412, 1.8702, 2.1728, 1.8218, 1.9754, 1.6193, 1.9326, 1.9799, 1.7483, 1.6261, 1.7238, 1.8051, 1.1415, 1.8478, 1.3273, 1.5434, 1.0145, 1.8082, 1.0477, 1.1173, 1.6239, 1.5072, 1.473, 0.6879, 2.8775, 2.7337, 2.6747, 2.6678, 2.6561, 2.6349, 2.6227, 2.606, 2.5993, 2.5966, 2.5858, 2.5794, 2.5606, 2.5368, 2.4722, 2.4425, 2.4331, 2.4313, 2.4271, 2.4061, 2.4021, 2.384, 2.3752, 2.361, 2.3587, 2.3504, 2.3429, 2.3373, 2.3316, 2.3171, 2.3069, 2.255, 2.1764, 2.0546, 2.2193, 1.8748, 2.0274, 1.4092, 1.8989, 1.0878, 1.2245, 1.7502, 1.2658, 0.9215, 0.7497, 1.0535, 0.375, 0.749, 1.6406, 0.657, 1.0936, 0.8981, 1.6721, 0.1199, 0.335, 0.2997, 0.9127, 0.3846, 1.4615, 1.032, 0.1876, 0.5597, 0.8569, 0.5982, 0.7454, 3.4464, 3.3914, 3.3219, 3.3065, 3.2959, 3.2859, 3.2545, 3.1798, 3.1437, 3.1375, 3.1345, 3.1238, 3.1169, 3.1051, 3.0989, 3.0764, 3.0706, 3.0618, 3.0439, 3.0349, 2.9353, 2.9214, 2.8979, 2.8856, 2.8569, 2.853, 2.8261, 2.8077, 2.7863, 2.768, 2.7577, 2.7371, 2.2534, 2.346, 2.4991, 2.3129, 1.6233, 1.8454, 1.9415, 2.3981, 0.9752, 1.78, 1.5989, 1.7895, 2.0152, 2.1976, 2.289, 1.8768, -0.0271, 0.3921, 0.5454, 4.1348, 4.0376, 4.0224, 3.9042, 3.8244, 3.7708, 3.6213, 3.5679, 3.552, 3.4491, 3.4476, 3.3737, 3.3704, 3.3481, 3.331, 3.3142, 3.2636, 3.2621, 3.2425, 3.2306, 3.2261, 3.2056, 3.1957, 3.195, 3.171, 3.1583, 3.132, 3.0928, 3.0784, 3.074, 2.9713, 2.7964, 2.8141, 2.994, 2.7436, 2.8252, 2.8684, 2.1276, 2.7998, 1.7975, 0.3094, 1.5758, 1.8472, 2.1066, 0.7489, 1.2856, 1.5056, 1.511, -0.0619, 4.1376, 4.096, 3.8752, 3.8055, 3.7615, 3.7084, 3.6659, 3.6448, 3.6378, 3.5897, 3.5275, 3.5248, 3.4924, 3.4291, 3.4085, 3.4033, 3.3335, 3.3309, 3.2741, 3.2629, 3.2159, 3.1695, 3.1189, 3.1063, 3.103, 3.0842, 3.0691, 3.0464, 3.0278, 3.0053, 2.9258, 2.9806, 2.8303, 1.9772, 2.4543, 1.4289, 1.6496, 1.4525, 1.4498, 1.7553, 0.256, 1.0318, 0.3978, -0.5064, 1.6659, -0.4538, 1.236, -0.25, 2.1275, 0.4815, -0.5425, 3.485, 3.4815, 3.4718, 3.4362, 3.3767, 3.3535, 3.3372, 3.3071, 3.221, 3.1645, 3.1579, 3.1298, 3.1054, 3.0499, 3.0498, 3.0424, 3.0364, 3.034, 3.0318, 2.974, 2.9632, 2.9582, 2.9564, 2.9505, 2.9141, 2.9095, 2.8987, 2.8694, 2.8554, 2.8468, 2.8243, 2.7698, 2.8084, 2.8187, 2.5343, 2.5032, 2.5776, 2.6197, 2.6464, 1.7454, 1.0578, 1.9529, 2.6154, 1.8762, 2.1396, 0.753, 1.3734, 2.5198, 2.4905, 1.5931, 2.1703, 0.9233, -0.3759, 1.494, 0.9108, 1.8495, 0.0045, 0.1625, 1.3906, 0.2873, 0.2451, 2.8684, 2.8631, 2.8506, 2.7526, 2.7457, 2.7204, 2.7148, 2.7129, 2.712, 2.6965, 2.6888, 2.6869, 2.6843, 2.6624, 2.6485, 2.644, 2.6421, 2.6322, 2.624, 2.6168, 2.6023, 2.5906, 2.556, 2.5463, 2.527, 2.5058, 2.4943, 2.4883, 2.487, 2.4869, 2.4823, 2.456, 2.4053, 2.2289, 2.273, 2.3026, 2.3582, 2.2036, 2.283, 1.9247, 2.2023, 2.351, 2.0945, 2.2248, 2.3252, 2.3438, 1.5479, 1.2217, 1.9125, 0.8768, -0.1552, -0.116, 1.4405, -0.1769, -0.093, 1.1222, 1.8645, 0.8302, 2.9466, 2.9285, 2.8445, 2.8134, 2.7336, 2.6587, 2.6568, 2.6508, 2.6488, 2.6485, 2.5897, 2.5542, 2.5237, 2.5198, 2.5099, 2.4967, 2.4721, 2.4678, 2.4614, 2.4599, 2.4532, 2.4323, 2.425, 2.4214, 2.4179, 2.4155, 2.4086, 2.408, 2.4021, 2.3977, 2.3639, 2.2087, 2.2468, 2.0857, 2.0205, 1.9756, 2.01, 1.6276, 1.9782, 1.7978, 1.8884, 1.6526, 1.6188, 1.9594, 1.1153, 1.4426, 0.6361, 1.7674, 1.2951, 1.7309, 1.3622, 1.4892, 1.2426, 1.2715, 0.8203, 1.6519, 1.5147, 1.1283, 1.4165, 0.6548, 0.3152, 3.6092, 3.5254, 3.4963, 3.4805, 3.4119, 3.2682, 3.2471, 3.2445, 3.2444, 3.2195, 3.2148, 3.1988, 3.1807, 3.1743, 3.1693, 3.1619, 3.1592, 3.1356, 3.1278, 3.1134, 3.1088, 3.0972, 3.0959, 3.0952, 3.0946, 3.0946, 3.0807, 3.0721, 3.046, 3.0431, 2.9917, 2.9668, 2.7931, 2.7271, 2.3919, 2.7644, 2.066, 2.5245, 2.3481, 2.6558, 1.6466, 1.8107, 1.5133, -0.3849, 2.1088, 1.4483, 0.904, -0.8577, 2.0786, -0.2341, 0.9083, 0.8773, -0.4414, 3.8268, 3.7105, 3.6559, 3.6524, 3.6204, 3.5428, 3.4436, 3.4211, 3.3791, 3.3236, 3.291, 3.2822, 3.2716, 3.1819, 3.1603, 3.158, 3.133, 3.1305, 3.1025, 3.1016, 3.1006, 3.0504, 3.0402, 3.0251, 3.0136, 3.004, 3.0023, 2.9841, 2.9765, 2.9263, 2.9029, 2.8372, 2.7853, 2.8236, 2.3995, 1.7962, 2.534, 2.7173, 1.6853, 2.2445, 0.3897, 1.5281, 2.027, 1.2617, 2.1017, 1.7358, 1.9519, 1.2435, 0.9536, 0.1578, 0.9637, 0.5562, 0.9524, -0.7256, 0.2517, -0.4808, 2.2947, 2.2918, 2.1775, 2.1699, 2.1493, 2.1315, 2.1302, 2.0745, 2.0682, 2.0651, 2.0621, 2.0565, 2.0538, 2.0516, 2.0488, 2.0402, 2.0263, 2.026, 2.0034, 2.0019, 1.989, 1.9748, 1.9457, 1.944, 1.9351, 1.9301, 1.919, 1.9131, 1.8994, 1.8991, 1.8893, 1.8851, 1.8501, 1.8592, 1.7512, 1.7996, 1.757, 1.8299, 1.7891, 1.8067, 1.6522, 1.7802, 1.8659, 1.486, 1.0851, 1.3818, 1.6317, 1.6083, 1.4992, 1.5745, 1.1636, 1.3076, 1.1899, 1.4788, 1.0441, 0.4847, 0.0314, -0.1683, 0.1421, 0.795, 0.5771, -0.3115, 1.1329, 3.2569, 3.2532, 3.2184, 3.2078, 3.1754, 3.1425, 3.1232, 3.0877, 3.0564, 3.036, 3.0355, 3.0108, 3.0056, 2.9615, 2.9548, 2.9368, 2.9337, 2.9336, 2.8908, 2.8861, 2.8755, 2.8733, 2.8625, 2.8523, 2.845, 2.8414, 2.8255, 2.8035, 2.7858, 2.7812, 2.7728, 2.7166, 2.5669, 2.5303, 2.512, 2.3176, 2.5281, 2.6934, 2.6068, 2.439, 1.8781, 0.8176, 0.7677, 1.7345, 1.6631, 0.5553, 2.0299, 0.9478, -0.2254, 0.2666, 1.4722, 0.5944, -0.5374, 0.0384, 0.9034, 1.8899, 0.7247, 3.5792, 3.4764, 3.3704, 3.3037, 3.0796, 3.069, 3.066, 3.0638, 3.0353, 3.0222, 3.0195, 2.9914, 2.9693, 2.9648, 2.9553, 2.955, 2.9529, 2.9466, 2.9384, 2.9237, 2.9177, 2.906, 2.8949, 2.8848, 2.8477, 2.8433, 2.8184, 2.8117, 2.8021, 2.7877, 2.7484, 2.6664, 2.5533, 2.0526, 2.5348, 2.2956, 2.3772, 2.3355, 1.7223, 1.4105, 2.4095, 1.9993, 1.5994, 2.4865, 1.6998, 0.3785, 2.3978, 0.2735, 2.04, 0.0504, 1.8442, 1.2788, -0.1007, 0.9149, 1.3777, 1.352, 2.1873, 2.1538, 2.1414, 2.1195, 2.1138, 2.079, 2.0764, 2.0655, 2.0584, 2.0461, 2.043, 2.016, 2.0139, 2.0027, 1.9812, 1.9715, 1.9486, 1.9474, 1.946, 1.9448, 1.9321, 1.9273, 1.9265, 1.9264, 1.9244, 1.924, 1.9204, 1.92, 1.9111, 1.91, 1.9091, 1.9015, 1.8928, 1.9012, 1.8757, 1.8426, 1.7935, 1.8542, 1.6966, 1.7548, 1.809, 1.7066, 1.549, 1.6753, 1.8279, 1.3741, 1.4765, 1.3671, 0.7708, 1.6566, 1.2819, 1.4258, 1.4829, 1.7387, 0.4093, 0.2252, 1.7008, 1.2835, 1.4905, 0.7074, 1.0965, 1.3389, 0.6811, 1.265, 0.5026, -0.6473, -0.3286, 0.5762, 3.8228, 3.4935, 3.4694, 3.4657, 3.463, 3.3988, 3.3869, 3.3828, 3.3463, 3.3434, 3.31, 3.2985, 3.296, 3.2503, 3.236, 3.2233, 3.1703, 3.1626, 3.1218, 3.096, 3.092, 3.0887, 3.0882, 3.0606, 3.0605, 3.0496, 3.0368, 3.0301, 2.9877, 2.9726, 2.8996, 2.6603, 2.9083, 2.4225, 2.7665, 2.7778, 1.9905, 2.2836, 2.4706, 1.9434, 1.1141, 1.5511, 1.8325, 0.9703, -0.1127, 0.6768, 2.2899, 0.753, 1.2149, 2.1601, 0.0307, 1.3477, 0.5425, -0.759, 4.0184, 4.0087, 3.926, 3.6329, 3.5563, 3.5287, 3.3965, 3.3436, 3.3141, 3.3004, 3.2949, 3.2679, 3.2525, 3.1494, 3.1398, 3.1379, 3.1247, 3.0819, 3.0322, 2.9382, 2.9021, 2.8724, 2.818, 2.8164, 2.8073, 2.8011, 2.7852, 2.7773, 2.7488, 2.7338, 2.7267, 2.3663, 2.1853, 1.9204, 1.8248, 1.6334, 1.7681, 1.0532, 1.6232, 2.1214, 1.4, 1.3691, 2.137, 1.8898, 0.5497, -0.3632, 0.8708, 1.1144, 0.9042, 0.3465, 1.0036, 0.331], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -4.675, -5.3136, -5.7991, -5.8539, -6.1679, -5.3224, -6.0576, -5.8982, -6.403, -3.7321, -6.057, -6.4218, -6.3359, -6.5115, -6.1876, -6.6167, -6.6824, -6.6774, -5.0547, -5.4078, -6.8975, -6.7119, -6.9012, -6.0384, -6.783, -6.8999, -7.1135, -5.9889, -7.17, -7.1741, -5.8246, -6.0755, -4.6246, -5.8532, -5.6183, -4.4642, -5.826, -5.5413, -4.8137, -5.0179, -5.0362, -4.9023, -5.5632, -5.686, -5.1265, -5.6764, -5.3904, -4.766, -5.6282, -5.6274, -5.0241, -5.5961, -5.3385, -5.6264, -5.4452, -5.5846, -5.3723, -5.4916, -5.6404, -4.6849, -5.9483, -6.6039, -6.3805, -6.0655, -6.6289, -6.5685, -6.9981, -6.5645, -7.0943, -5.8259, -7.0917, -6.8727, -6.991, -7.2431, -7.201, -6.962, -7.0912, -6.9338, -7.3246, -7.3718, -5.994, -7.4165, -6.4351, -7.4636, -7.415, -6.8763, -7.5156, -7.0222, -7.0894, -5.9935, -5.8741, -5.8346, -5.9612, -6.5065, -5.2657, -6.1952, -5.835, -6.5866, -6.3154, -5.511, -5.8039, -4.4529, -5.8547, -6.1283, -6.0409, -4.6455, -4.4578, -4.5403, -5.1922, -5.5183, -4.9421, -5.9058, -5.9934, -5.5048, -5.8629, -5.5618, -5.6557, -5.854, -5.5252, -5.8627, -5.905, -3.8974, -5.1235, -5.3336, -5.4469, -5.9089, -4.8293, -6.0304, -6.051, -5.5481, -5.5474, -6.1458, -6.1612, -6.3507, -6.3519, -6.4145, -6.4441, -6.5143, -6.3243, -6.5461, -5.928, -6.7792, -6.7783, -6.4795, -6.8316, -6.0509, -6.2986, -6.836, -6.9283, -6.0913, -4.4671, -5.6589, -5.5472, -4.449, -4.1102, -4.6056, -5.4734, -5.074, -5.8215, -5.9076, -5.8531, -5.66, -6.0965, -5.9444, -5.7514, -5.674, -5.9874, -5.9481, -6.0293, -6.0478, -5.459, -5.9897, -4.7364, -6.4996, -6.5885, -6.6771, -6.6166, -6.1673, -6.9033, -6.6469, -5.3463, -6.9924, -7.0273, -7.0845, -7.0851, -6.3249, -6.3966, -6.9944, -6.991, -6.984, -7.1922, -6.4979, -7.0453, -6.4729, -7.2548, -7.2525, -6.9436, -6.8583, -7.1388, -7.3513, -6.6492, -5.9225, -6.1314, -6.6501, -4.1431, -4.9243, -6.5561, -4.9663, -5.6904, -5.9404, -5.7667, -6.4185, -5.5744, -3.9054, -5.8499, -5.3463, -4.8681, -5.7257, -5.6903, -5.754, -5.6294, -6.2334, -5.7526, -5.5617, -5.9756, -5.8496, -5.6193, -5.4292, -5.6771, -5.594, -5.6511, -5.8209, -5.988, -5.261, -5.7356, -4.4919, -5.4932, -5.5749, -6.0154, -5.3913, -5.5398, -6.1668, -5.9089, -4.0323, -5.5756, -6.296, -6.2262, -4.2789, -6.5477, -5.3503, -4.4893, -6.583, -4.9969, -6.446, -5.0757, -6.7284, -6.6902, -6.7895, -6.7901, -4.9239, -3.9101, -6.8172, -6.6225, -3.3909, -4.887, -5.7799, -4.7921, -6.1094, -4.4418, -3.6693, -5.2677, -4.7495, -4.2343, -4.9455, -4.8983, -3.7406, -4.4231, -5.5062, -4.7659, -4.6223, -4.6777, -5.2102, -5.2387, -5.4603, -5.2577, -5.4103, -3.4553, -3.4691, -3.4607, -3.4139, -4.2212, -4.2397, -4.2401, -4.4897, -4.7343, -5.1534, -5.7665, -6.1094, -5.8393, -4.3016, -5.7849, -6.4518, -7.0013, -6.9933, -6.9428, -6.4924, -7.1171, -6.8287, -7.1885, -6.7831, -7.26, -5.7013, -7.1867, -7.1216, -6.9811, -7.4258, -4.5912, -6.4614, -5.8588, -5.9342, -6.1089, -6.3944, -5.9774, -5.9134, -6.1392, -6.3913, -6.4893, -6.4538, -6.334, -6.4276, -5.1042, -5.5042, -4.9295, -5.7973, -6.14, -5.4101, -5.0166, -5.9217, -6.2569, -5.6855, -4.9929, -5.409, -5.999, -5.1796, -5.4388, -6.3183, -5.8504, -6.5772, -6.6617, -6.6977, -6.4866, -6.2348, -6.7292, -6.8377, -5.7588, -6.9084, -6.9944, -6.9558, -7.0874, -5.852, -5.9533, -2.6905, -5.5033, -5.7099, -5.5732, -6.178, -4.7861, -5.3761, -5.596, -4.9025, -5.1993, -5.1662, -5.4653, -5.5627, -5.8817, -5.8385, -5.7095, -5.8396, -5.8627, -5.9165, -5.9644, -5.9152, -6.0249, -4.06, -6.4755, -4.3685, -5.9263, -6.6082, -6.5872, -6.4175, -6.7054, -6.0801, -6.7339, -6.7594, -6.6817, -6.3429, -6.8113, -6.8166, -6.9002, -6.5649, -6.9704, -6.2119, -6.9973, -5.7652, -6.8169, -5.6872, -6.6324, -4.8976, -6.7635, -5.7658, -5.7356, -5.559, -5.4147, -5.406, -5.3142, -6.0935, -4.2003, -5.0317, -5.1656, -6.2433, -6.1662, -4.5291, -4.2475, -5.3736, -5.3591, -5.3803, -4.4429, -5.7954, -5.6156, -5.6171, -5.6352, -5.5753, -5.7241, -5.882, -4.3185, -4.8822, -5.8061, -5.6666, -6.01, -6.0718, -6.273, -6.4895, -6.4896, -5.8302, -6.7084, -6.8019, -6.6481, -4.8974, -6.9065, -5.5382, -6.8668, -6.4639, -6.8635, -7.0701, -7.1018, -7.0687, -7.0675, -6.468, -6.1754, -7.108, -6.7692, -6.6741, -7.1051, -6.9824, -5.6584, -6.5115, -6.6457, -4.7291, -5.4134, -5.2244, -5.1898, -5.966, -5.9257, -5.8699, -5.3117, -5.7259, -5.288, -5.6381, -5.318, -5.1015, -5.7225, -5.658, -5.4823, -5.713, -5.6174, -5.2814, -5.597, -5.6266, -5.7955, -5.6579, -5.7266, -5.7813, -3.5863, -4.3011, -5.0729, -5.7648, -5.3021, -4.7909, -5.5493, -6.1278, -6.2168, -5.9074, -6.106, -6.1429, -6.3482, -6.3537, -6.4039, -6.1579, -5.8922, -6.446, -5.788, -6.5771, -6.5473, -6.5704, -6.4249, -3.7976, -5.7677, -6.5491, -6.2699, -6.928, -6.9215, -5.5294, -5.8411, -5.037, -5.1998, -5.6512, -5.5595, -6.1414, -4.6673, -5.8666, -5.4492, -4.7636, -5.4151, -5.0316, -5.8528, -5.5106, -4.6873, -4.7553, -4.9223, -4.9689, -5.5601, -5.4567, -5.054, -5.8036, -5.7893, -5.1729, -5.9294, -6.1474, -6.5097, -6.6217, -6.6592, -6.4446, -6.587, -6.8405, -6.8872, -6.7047, -5.2762, -6.7363, -6.588, -6.6622, -6.6971, -6.6208, -6.5508, -7.0449, -7.05, -6.9853, -5.2958, -7.1141, -6.5856, -7.1787, -7.1704, -6.8397, -7.1785, -6.7013, -7.1087, -6.7024, -6.5888, -6.0569, -6.1185, -5.8969, -6.2719, -5.5031, -6.323, -6.013, -5.3289, -6.5175, -6.5846, -6.0576, -5.522, -6.0545, -6.2418, -5.5393, -5.7528, -5.047, -5.7854, -5.589, -5.9319, -5.4875, -5.6358, -6.0556, -5.724, -6.0296, -5.6476, -6.0734, -6.2168, -6.1172, -6.2165, -5.3612, -5.6778, -5.4759, -5.4353, -5.5806, -6.1585, -6.1455, -6.2048, -6.1439, -6.1353, -4.5999, -6.3003, -6.742, -5.8482, -6.7522, -6.7465, -6.8376, -6.6654, -5.031, -6.8853, -6.9955, -6.9614, -6.8839, -7.0797, -6.6101, -7.1143, -6.8886, -6.8394, -7.2025, -7.1403, -5.7964, -6.7694, -5.7474, -5.1122, -6.4032, -6.625, -6.3868, -4.0013, -5.9915, -5.9415, -5.923, -4.8495, -5.3561, -5.6421, -5.1425, -4.6441, -5.7249, -5.9327, -5.6476, -5.6203, -5.7735, -5.8405, -5.7088, -5.848, -5.8225, -5.9517, -5.7314, -5.9041, -5.8045, -5.7664, -5.7809, -4.0589, -6.0159, -6.2866, -5.9001, -6.2826, -6.2111, -5.197, -6.5625, -6.7017, -6.711, -6.4914, -6.4545, -6.834, -6.2312, -6.8407, -5.7048, -6.6586, -6.9814, -5.6199, -7.0296, -6.3448, -5.4033, -6.8337, -6.0751, -7.0424, -6.4613, -6.5955, -7.1499, -6.3433, -5.6756, -6.0157, -5.531, -6.3415, -5.8989, -4.2628, -5.146, -5.3832, -5.6096, -5.2253, -5.0195, -4.8501, -5.5711, -4.711, -5.2808, -5.5315, -5.3595, -5.3935, -5.4724, -5.7986, -5.7374, -5.7794, -5.8443, -5.7825, -5.8657, -5.8643, -5.1579, -3.778, -6.1507, -6.1655, -4.5785, -6.676, -6.6488, -6.8139, -6.6007, -6.8765, -6.8406, -5.3929, -6.8461, -6.8426, -6.8779, -6.7058, -6.843, -6.9377, -5.4501, -6.9777, -7.0112, -6.6504, -6.5118, -6.4929, -6.0789, -5.2282, -7.1228, -5.1991, -7.1646, -7.1566, -3.3672, -5.7456, -5.797, -6.197, -5.7975, -3.957, -5.7163, -5.7878, -5.1816, -5.8735, -6.3931, -4.2403, -4.7492, -4.4324, -5.1598, -6.091, -4.9611, -5.9982, -5.6035, -6.1985, -5.7559, -5.7955, -5.735, -5.5869, -5.8741, -5.7866, -5.8873, -5.9863, -5.8289, -5.249, -5.4773, -6.5306, -6.5703, -6.4954, -6.6119, -5.979, -6.694, -6.6737, -6.8643, -5.4452, -6.2956, -6.7405, -7.1365, -7.1365, -6.1456, -5.9922, -7.2464, -7.2503, -6.7663, -6.7639, -7.3234, -5.979, -7.2856, -7.406, -6.8908, -7.4099, -7.4166, -7.2061, -5.6813, -3.1947, -6.0117, -6.2397, -5.3365, -5.6571, -3.3468, -6.156, -3.6725, -5.0153, -3.2009, -5.0363, -5.7072, -5.1784, -4.9146, -5.2334, -5.4908, -4.968, -5.8374, -5.3141, -5.611, -5.2181, -5.8752, -5.3027, -5.4322, -5.7643, -5.7138, -5.7723, -5.887, -5.7006, -5.9551, -6.2468, -6.6075, -5.8284, -6.6898, -6.2309, -6.7313, -6.7827, -5.7933, -5.8742, -6.6464, -6.9013, -5.983, -4.6685, -6.982, -6.5828, -7.2043, -5.8373, -6.5271, -7.2763, -7.3228, -6.4284, -7.1693, -7.4037, -6.3923, -5.9425, -6.9856, -7.1032, -6.7343, -6.4614, -6.2633, -5.905, -5.3127, -6.4458, -5.4639, -6.0837, -4.7003, -5.7938, -4.1628, -4.6219, -5.5748, -4.8276, -4.3787, -4.3333, -4.7853, -4.3643, -4.8051, -5.7016, -4.7725, -5.3182, -5.1671, -5.7941, -4.7003, -4.882, -5.0453, -5.3626, -5.1491, -5.6477, -5.5348, -5.3067, -5.4948, -5.5972, -5.6786, -5.7321, -5.3434, -5.5112, -4.8602, -5.5966, -5.6676, -5.9785, -6.0088, -6.0363, -6.4049, -5.3285, -6.3004, -4.6779, -5.6375, -6.4701, -6.4793, -6.5527, -6.321, -5.7456, -5.8066, -5.7224, -6.361, -6.6196, -6.8754, -6.9137, -6.7158, -6.7776, -6.8461, -6.6865, -7.117, -6.1486, -5.867, -6.2042, -4.2874, -4.8084, -5.5778, -5.1362, -3.1969, -4.5388, -4.7434, -5.7222, -4.5729, -5.3135, -5.2553, -5.4929, -5.7676, -5.8669, -5.9197, -5.7795, -5.5214, -5.8405, -5.8663, -3.7968, -4.6258, -4.7446, -5.268, -5.485, -4.9123, -6.0304, -4.5944, -6.1403, -6.3496, -6.3254, -6.4997, -6.5077, -6.5346, -6.0377, -6.5727, -5.2687, -6.4121, -6.6846, -6.6857, -6.7232, -6.7649, -5.9737, -6.1942, -6.6087, -6.8601, -6.7747, -5.4039, -6.1395, -6.2656, -5.6272, -5.1959, -5.7142, -6.2139, -5.6984, -5.8962, -5.9887, -5.1692, -6.0146, -5.2119, -4.5107, -5.3291, -5.6992, -5.8788, -5.4033, -5.7143, -5.8921, -6.0117, -5.947, -3.6023, -4.154, -5.4438, -5.5459, -5.4957, -5.805, -5.283, -5.9773, -6.012, -6.1384, -6.2541, -5.36, -6.2559, -5.637, -6.4366, -6.4406, -6.2775, -6.3556, -6.6696, -6.6364, -6.4408, -6.7831, -6.8782, -6.8322, -6.4098, -6.8321, -6.3327, -6.9164, -7.0235, -6.357, -5.6208, -6.7047, -6.2495, -4.4361, -5.8897, -5.237, -5.4439, -5.4017, -5.6102, -5.8547, -5.292, -5.6096, -5.4874, -5.2457, -5.9032, -5.274, -5.8223, -5.5006, -6.0719, -5.9027, -6.0762, -5.7353, -5.7714, -5.7728, -5.4885, -6.0431, -6.1256, -6.1464, -6.2215, -5.4998, -6.5152, -6.5669, -6.5683, -6.6558, -6.7534, -6.4385, -5.5277, -6.72, -6.685, -6.3044, -6.8972, -6.7205, -6.595, -6.0253, -6.9358, -6.2452, -7.0147, -7.015, -7.0211, -6.758, -7.1053, -5.6428, -5.0836, -6.2003, -6.5404, -4.9439, -4.8013, -5.8212, -5.9925, -6.0751, -4.6388, -4.1592, -5.3893, -6.1826, -5.3326, -5.6994, -4.5919, -5.1674, -6.0756, -6.0575, -5.5161, -5.8768, -5.4901, -5.1961, -5.7824, -5.6299, -5.8913, -5.4897, -5.7226, -5.8761, -5.8222, -5.8482, -5.9588, -6.1702, -6.1703, -5.9972, -6.5661, -6.6515, -6.4435, -6.5626, -6.3497, -6.5864, -6.2787, -6.3646, -5.503, -5.8385, -5.7385, -6.8388, -6.8352, -6.7223, -5.656, -6.8386, -6.402, -5.9751, -5.9376, -7.0646, -5.444, -5.6043, -6.0488, -6.9584, -7.2121, -7.1781, -5.4016, -5.8599, -5.613, -4.0038, -4.6531, -5.129, -5.5085, -4.9204, -5.3236, -4.1406, -5.2059, -5.682, -5.156, -5.5408, -5.817, -5.8723, -5.1828, -5.0551, -5.701, -5.2327, -4.8945, -5.199, -5.6307, -5.3939, -5.4379, -5.659, -5.7972, -5.7669, -6.3346, -5.5905, -6.4101, -6.7813, -6.9581, -7.0665, -7.107, -7.0603, -6.7495, -7.0689, -7.2298, -6.7737, -7.3687, -7.1472, -7.3675, -7.3137, -7.4151, -7.4306, -6.7475, -6.7228, -7.4262, -5.796, -7.1076, -6.2044, -7.1444, -7.4175, -6.3194, -6.8101, -6.8379, -7.5216, -6.2697, -5.6607, -6.0863, -5.4189, -5.1635, -5.0827, -5.9438, -4.9764, -6.0054, -5.5904, -5.8741, -5.5486, -5.5901, -6.1258, -4.95, -5.4623, -4.4469, -5.8943, -5.3709, -5.9432, -5.5638, -5.7982, -5.6334, -5.7553, -5.7768, -6.0827, -6.0953, -6.0325, -6.0983, -6.0302, -6.0734, -4.6137, -5.3936, -5.5447, -2.9328, -5.6277, -6.2454, -6.2712, -5.6497, -6.1662, -6.3276, -5.8356, -6.188, -6.4504, -5.952, -6.2294, -6.4999, -6.3737, -6.4762, -6.5321, -6.5022, -5.892, -6.6146, -6.6464, -6.6493, -6.2497, -6.6117, -6.1896, -6.0939, -6.7377, -6.6734, -5.1409, -5.8646, -5.674, -5.8613, -5.212, -6.1337, -5.1897, -5.9062, -5.7959, -6.0595, -5.3855, -5.7943, -5.7065, -5.2051, -5.9625, -5.7947, -5.6629, -5.5969, -6.0441, -5.7822, -5.9677, -5.9769, -5.9357, -5.3542, -5.7415, -5.8446, -5.1904, -5.9244, -3.8824, -5.4978, -6.3567, -6.3532, -6.5224, -5.8916, -5.246, -5.714, -6.4308, -6.7634, -6.6155, -4.2244, -6.883, -6.8845, -6.8802, -6.5823, -6.7253, -6.9706, -5.3644, -4.8415, -6.9737, -5.1891, -6.3836, -6.9188, -7.1805, -6.7248, -5.7273, -5.1802, -6.3018, -5.5062, -4.6156, -5.9599, -6.4339, -5.373, -5.9548, -4.4304, -5.5409, -5.876, -5.5195, -5.9575, -5.843, -5.939, -5.6718, -5.5872, -5.3365, -5.6249, -5.5533, -5.7136, -5.4648, -5.6334, -5.5638, -4.5362, -3.5726, -6.0882, -6.0755, -6.5862, -6.8306, -6.8764, -6.7909, -7.1982, -5.817, -6.5537, -6.3186, -7.0279, -6.6738, -6.9276, -6.9006, -7.0048, -6.748, -6.197, -6.831, -5.4702, -6.902, -6.7725, -7.3675, -6.7918, -6.8545, -7.6182, -6.4258, -7.2993, -7.296, -5.7724, -5.6852, -5.269, -5.7217, -3.8029, -5.1991, -4.8337, -5.6321, -5.4748, -5.765, -5.274, -5.8262, -6.2442, -4.8911, -3.6542, -4.895, -5.6446, -5.6591, -5.5275, -5.6922, -4.9626, -5.246, -5.1987, -5.728, -5.41, -5.049, -5.1856, -5.2513, -5.4059, -5.5746, -5.6245, -5.5621, -5.7213, -5.4082, -5.4072, -4.7136, -6.1846, -5.4302, -6.4021, -5.9785, -6.5223, -6.6297, -6.2011, -6.5224, -6.7449, -6.7759, -6.6853, -6.8454, -5.908, -5.2262, -6.8365, -6.0365, -6.7142, -5.9615, -6.9921, -6.9902, -7.0333, -5.291, -6.5971, -5.6252, -6.0215, -7.1729, -6.033, -5.4495, -5.1224, -4.7725, -4.9578, -5.4821, -4.8635, -5.8537, -6.2604, -6.1152, -5.8795, -5.2763, -4.5273, -4.6618, -5.4652, -5.4304, -4.6617, -5.7578, -5.1616, -5.0455, -5.2277, -5.637, -5.499, -5.2767, -5.5097, -5.6461, -5.8027, -5.816, -4.5177, -5.2378, -5.2657, -5.0373, -5.225, -6.5021, -6.5513, -6.4599, -6.5284, -6.6015, -6.549, -5.6163, -5.6879, -5.8345, -6.8398, -6.3724, -6.6046, -6.6245, -6.8398, -6.5528, -6.8014, -6.9079, -6.8741, -6.9027, -6.4129, -6.8712, -7.0611, -7.0651, -6.6544, -5.9499, -5.5227, -4.5822, -4.1126, -3.4811, -5.8839, -5.3661, -5.5691, -5.4798, -4.5545, -4.019, -5.8711, -5.3345, -5.0046, -6.0699, -5.3585, -4.3608, -6.1468, -5.0267, -5.9924, -5.0326, -5.9345, -5.7199, -5.3514, -5.6757, -5.8329, -5.8319, -6.3893, -6.7547, -6.4897, -6.6391, -6.9476, -7.0833, -6.4603, -7.1082, -7.0033, -7.1977, -6.8346, -6.4149, -6.4468, -6.8785, -7.4028, -6.3449, -7.359, -6.7328, -6.2589, -7.4866, -5.9923, -7.0255, -7.3228, -6.3875, -6.2936, -7.4022, -5.615, -7.4053, -7.1703, -7.3341, -5.0062, -6.0599, -5.3524, -6.4012, -6.1769, -5.7307, -5.3277, -6.2006, -4.8783, -5.4773, -5.8775, -5.6218, -4.9917, -5.5058, -6.1426, -5.2145, -5.4942, -5.3178, -4.3122, -5.9206, -5.3221, -5.6677, -5.7657, -6.1208, -5.085, -4.9919, -6.133, -5.8772, -6.0298, -5.6812, -5.8608, -5.973, -5.7307, -5.956, -5.73, -5.3866, -5.6736, -5.9645, -4.9519, -6.0425, -6.1035, -6.1238, -6.1445, -6.2971, -6.1633, -6.276, -6.1256, -6.3746, -6.4644, -6.4056, -6.4905, -6.551, -6.2319, -6.6209, -6.6818, -6.3767, -6.4894, -6.8004, -5.4403, -6.323, -5.5499, -6.885, -5.2499, -6.6819, -6.8807, -6.8306, -6.4035, -4.8548, -4.4051, -4.8624, -6.3056, -4.8894, -5.9549, -6.0269, -4.9144, -5.7802, -5.9714, -5.5991, -5.0381, -5.561, -5.7376, -5.38, -4.9329, -5.3884, -6.0639, -5.6312, -5.7945, -6.0647, -5.8545, -6.0256, -6.007, -6.1039, -4.3368, -3.8347, -4.9101, -5.2915, -6.0524, -5.7607, -4.7391, -5.4339, -5.9358, -6.1353, -6.5264, -6.5005, -6.5272, -4.6304, -6.8025, -6.8041, -6.85, -5.3003, -6.9808, -6.8129, -7.1355, -7.2008, -6.5023, -5.8686, -7.3292, -7.3184, -7.3124, -6.7645, -7.1326, -7.1317, -6.6254, -3.0632, -4.2255, -5.2994, -5.3544, -5.3373, -5.657, -4.7857, -5.5836, -6.1196, -5.6321, -5.6577, -6.1976, -6.0774, -5.5156, -5.1834, -5.6829, -5.8056, -5.7372, -5.7629, -5.932, -6.0193]}, \"token.table\": {\"Topic\": [1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 20, 21, 22, 23, 25, 28, 2, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 4, 5, 6, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 30, 1, 2, 4, 5, 6, 8, 9, 10, 12, 14, 15, 16, 17, 18, 21, 22, 25, 26, 27, 28, 1, 2, 4, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 3, 4, 5, 7, 8, 9, 11, 12, 15, 16, 17, 20, 21, 22, 25, 26, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 9, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 19, 21, 22, 23, 25, 26, 28, 1, 2, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 6, 8, 12, 14, 15, 16, 20, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 29, 1, 2, 3, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 11, 12, 13, 14, 15, 16, 18, 21, 22, 25, 28, 1, 2, 3, 5, 8, 9, 12, 13, 15, 16, 20, 21, 22, 25, 26, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 19, 20, 21, 22, 25, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 19, 21, 23, 24, 25, 27, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 19, 20, 21, 22, 23, 24, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 29, 2, 5, 8, 11, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 12, 14, 15, 16, 19, 20, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 1, 2, 5, 8, 11, 12, 14, 15, 16, 19, 20, 21, 22, 23, 24, 25, 26, 28, 1, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 18, 21, 22, 25, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 20, 21, 25, 26, 28, 2, 5, 6, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 25, 26, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 27, 28, 29, 30, 2, 5, 7, 8, 9, 11, 12, 15, 16, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 19, 21, 22, 23, 24, 25, 26, 27, 28, 2, 5, 12, 14, 15, 16, 21, 22, 24, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 1, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 24, 25, 28, 29, 1, 2, 4, 5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 25, 26, 27, 28, 30, 2, 3, 5, 8, 9, 11, 12, 14, 15, 16, 17, 18, 21, 22, 24, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 18, 20, 21, 22, 25, 26, 27, 28, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 20, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 24, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 29, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 21, 25, 26, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 24, 25, 26, 27, 28, 2, 3, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 4, 5, 8, 10, 11, 12, 14, 15, 16, 18, 21, 22, 25, 26, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 30, 1, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 29, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 15, 16, 21, 22, 23, 25, 28, 1, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 24, 25, 26, 27, 28, 29, 1, 2, 3, 4, 5, 8, 11, 12, 14, 15, 16, 20, 21, 22, 24, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 6, 8, 9, 12, 13, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 23, 25, 26, 27, 28, 2, 5, 7, 8, 9, 10, 12, 14, 15, 17, 20, 21, 22, 23, 25, 28, 2, 5, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 28, 30, 2, 4, 5, 6, 8, 9, 12, 14, 15, 16, 19, 21, 22, 24, 25, 27, 28, 29, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 4, 5, 8, 10, 12, 14, 15, 16, 18, 21, 22, 23, 25, 26, 28, 1, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 28, 2, 4, 5, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 29, 1, 2, 4, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 29, 30, 2, 5, 8, 9, 11, 12, 14, 15, 16, 21, 22, 25, 28, 2, 4, 5, 6, 8, 12, 13, 14, 15, 16, 17, 18, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 12, 13, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 27, 28, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 3, 5, 8, 10, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 1, 2, 4, 5, 6, 8, 9, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 23, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 6, 8, 10, 12, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 3, 5, 8, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 29, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 27, 28, 30, 2, 5, 8, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 28, 29, 2, 5, 7, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 26, 27, 28, 1, 2, 5, 7, 8, 10, 12, 14, 15, 16, 20, 21, 22, 23, 24, 25, 26, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 26, 28, 29, 2, 3, 4, 5, 7, 8, 9, 12, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 1, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 19, 21, 22, 25, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 18, 21, 22, 24, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 8, 10, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 30, 2, 5, 8, 10, 11, 12, 15, 16, 17, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 25, 26, 28, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 29, 2, 5, 8, 11, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 28, 2, 5, 8, 9, 11, 12, 13, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 11, 12, 13, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 24, 25, 26, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 25, 26, 28, 2, 4, 5, 8, 11, 12, 13, 14, 15, 16, 20, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 8, 9, 11, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 5, 8, 11, 12, 13, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 23, 25, 27, 28, 30, 2, 3, 5, 6, 7, 8, 10, 11, 12, 14, 15, 16, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 19, 21, 22, 23, 25, 26, 27, 28, 29, 30, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 1, 2, 4, 5, 8, 12, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 1, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 18, 19, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 29, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 1, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 2, 5, 6, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 18, 21, 22, 24, 25, 26, 28, 2, 5, 8, 10, 12, 13, 14, 15, 16, 20, 21, 22, 24, 25, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 29, 30, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 18, 21, 22, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 26, 28, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 18, 20, 21, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 15, 16, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 30, 2, 5, 8, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 3, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 4, 5, 8, 9, 10, 11, 12, 14, 15, 16, 19, 20, 21, 22, 25, 26, 27, 28, 29, 30, 2, 5, 8, 12, 14, 15, 16, 21, 23, 25, 26, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 1, 2, 3, 4, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 27, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 19, 21, 22, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 21, 23, 25, 26, 27, 28, 29, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 28, 29, 30, 1, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 24, 25, 28, 29, 2, 4, 5, 6, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 10, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 28, 30, 2, 4, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 7, 8, 9, 11, 12, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 6, 8, 12, 14, 15, 16, 21, 23, 25, 27, 28, 2, 3, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 30, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 3, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 2, 5, 7, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 26, 28, 2, 3, 5, 7, 8, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 25, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 30, 2, 4, 5, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 28, 29, 30, 2, 4, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 9, 10, 11, 12, 14, 15, 16, 20, 21, 22, 23, 24, 25, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 1, 2, 5, 8, 9, 12, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 29, 2, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 29, 1, 2, 5, 8, 9, 11, 12, 14, 15, 16, 20, 21, 22, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 1, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 28, 2, 3, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 26, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 30, 1, 2, 3, 5, 7, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 27, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 29, 2, 5, 8, 9, 12, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 10, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 28, 1, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 12, 15, 16, 17, 21, 22, 25, 28, 2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 29, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 21, 25, 27, 28, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 5, 6, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 9, 11, 12, 14, 15, 16, 20, 21, 22, 24, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 24, 25, 28, 1, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 26, 28, 30, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 20, 21, 25, 26, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 9, 11, 12, 14, 15, 16, 21, 22, 23, 25, 28, 30, 2, 5, 7, 8, 9, 12, 13, 14, 15, 16, 18, 19, 21, 22, 23, 24, 25, 27, 28, 29, 1, 2, 4, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 24, 25, 28, 29, 2, 5, 8, 12, 13, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 3, 5, 7, 8, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 19, 21, 23, 25, 26, 28, 1, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 23, 25, 27, 28, 1, 2, 5, 7, 8, 10, 12, 13, 14, 15, 16, 20, 21, 22, 23, 24, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 6, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 6, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 28, 29, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 28, 2, 3, 4, 5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 18, 19, 21, 22, 25, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 2, 5, 7, 8, 10, 12, 14, 15, 16, 19, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 4, 5, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25, 26, 27, 28, 30, 1, 2, 3, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 2, 5, 8, 9, 10, 12, 14, 15, 16, 20, 21, 22, 25, 28, 29, 2, 4, 5, 6, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 1, 2, 5, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 27, 28, 29, 1, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 21, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 28, 1, 2, 5, 7, 8, 10, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 5, 8, 9, 11, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 1, 2, 5, 6, 8, 11, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 1, 2, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 8, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 30, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 1, 2, 5, 8, 10, 12, 14, 15, 16, 21, 25, 28, 2, 4, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 26, 28, 1, 2, 4, 5, 6, 7, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 24, 25, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 20, 21, 22, 23, 25, 26, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 22, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 7, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 27, 28, 2, 3, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 20, 21, 22, 24, 25, 27, 28, 2, 5, 6, 8, 9, 12, 13, 14, 15, 16, 18, 21, 22, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 21, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 18, 19, 21, 25, 27, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 28, 30, 1, 2, 4, 5, 7, 8, 12, 13, 14, 15, 16, 18, 21, 22, 25, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 1, 2, 4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 10, 11, 12, 14, 15, 16, 21, 22, 25, 26, 28, 30, 2, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 29, 2, 4, 5, 8, 12, 14, 15, 16, 21, 25, 26, 28, 1, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 24, 25, 27, 28, 1, 2, 4, 5, 7, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 24, 25, 27, 28, 2, 3, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 4, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 30, 2, 3, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 26, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 30, 2, 4, 5, 8, 12, 14, 15, 16, 18, 20, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 18, 20, 21, 22, 25, 27, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 10, 12, 13, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 28, 2, 5, 8, 10, 11, 12, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 5, 6, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 26, 28, 29, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 21, 23, 24, 25, 26, 27, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 24, 25, 28, 2, 5, 6, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 18, 20, 21, 22, 23, 25, 27, 28, 29, 30, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 2, 4, 5, 8, 9, 12, 13, 14, 15, 16, 17, 20, 21, 22, 24, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 24, 25, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 18, 21, 22, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 28, 29, 1, 2, 3, 5, 7, 8, 9, 12, 13, 14, 15, 16, 20, 21, 23, 24, 25, 27, 28, 29, 1, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 11, 12, 13, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 4, 5, 8, 11, 12, 14, 15, 16, 19, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 26, 27, 28, 2, 3, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 9, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 25, 26, 28, 29, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 28, 29, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 27, 28, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 20, 21, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 24, 25, 26, 27, 28, 2, 4, 5, 6, 7, 8, 9, 10, 12, 14, 15, 16, 19, 21, 22, 24, 25, 26, 27, 28, 1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 20, 21, 22, 25, 26, 27, 28, 29, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 27, 28, 29, 2, 5, 6, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 6, 7, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 11, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 6, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 5, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 18, 21, 22, 25, 27, 28, 2, 5, 6, 8, 12, 14, 15, 16, 20, 21, 22, 25, 27, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 23, 25, 28, 30, 2, 5, 7, 8, 10, 11, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 30, 2, 5, 6, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 20, 21, 22, 25, 26, 28, 2, 5, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 30, 2, 5, 7, 8, 11, 12, 14, 15, 16, 21, 22, 25, 26, 28, 30, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 30, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 21, 25, 26, 28, 30, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 25, 28, 1, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 25, 28, 2, 4, 5, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 2, 5, 7, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 3, 4, 5, 6, 8, 9, 11, 12, 14, 15, 16, 17, 18, 21, 22, 24, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 4, 5, 7, 8, 10, 12, 13, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 28, 29, 30, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 26, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 3, 5, 6, 7, 8, 9, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 27, 28, 29, 30, 2, 5, 8, 12, 14, 15, 16, 17, 19, 21, 23, 25, 26, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 24, 25, 27, 28, 2, 5, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 18, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 25, 28, 30, 2, 3, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 2, 3, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 1, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 29, 1, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 4, 5, 8, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22, 24, 25, 27, 28, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 19, 20, 21, 22, 23, 25, 28, 2, 4, 5, 8, 9, 11, 12, 15, 16, 20, 21, 25, 27, 28, 30, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 25, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 1, 2, 4, 5, 6, 7, 10, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 27, 28, 1, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 25, 28, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 21, 22, 24, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 1, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 7, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 30, 1, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 23, 24, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 29, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 7, 8, 9, 12, 13, 14, 15, 16, 18, 21, 22, 25, 26, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 4, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 26, 27, 28, 30, 2, 5, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 2, 4, 5, 7, 8, 12, 15, 16, 17, 18, 19, 21, 22, 25, 27, 28, 30, 1, 2, 5, 7, 8, 12, 14, 15, 16, 21, 25, 27, 28, 2, 5, 6, 7, 8, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 19, 20, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 19, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 18, 21, 22, 23, 25, 27, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 2, 3, 5, 6, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 3, 5, 8, 10, 12, 14, 15, 16, 20, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 26, 27, 28, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 27, 28, 2, 4, 5, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19, 21, 22, 25, 28, 29, 30, 1, 2, 4, 5, 7, 8, 10, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 2, 5, 6, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 7, 8, 12, 15, 16, 17, 18, 20, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 25, 27, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 18, 21, 22, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 4, 5, 8, 11, 12, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 20, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 12, 13, 14, 15, 16, 21, 22, 25, 28, 1, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 29, 2, 5, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 26, 27, 28, 29, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 29, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 28, 29, 30, 2, 4, 5, 7, 8, 10, 11, 12, 14, 15, 16, 20, 21, 22, 23, 24, 25, 26, 27, 28, 2, 5, 6, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 3, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 1, 2, 5, 6, 8, 9, 11, 12, 13, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 19, 21, 22, 25, 26, 28, 2, 3, 5, 8, 9, 10, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 19, 21, 22, 25, 26, 28, 1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 4, 5, 7, 8, 9, 12, 13, 14, 15, 16, 17, 18, 21, 22, 25, 26, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 30, 2, 5, 6, 8, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 11, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 1, 2, 4, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 1, 2, 4, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 19, 20, 21, 22, 24, 25, 26, 27, 28, 2, 5, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 24, 25, 26, 28, 29, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 29, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 2, 4, 5, 6, 8, 11, 12, 14, 15, 16, 17, 19, 20, 21, 23, 24, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 19, 21, 22, 25, 27, 28, 1, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 30, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 24, 25, 28, 1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 27, 28, 29, 2, 4, 5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 25, 27, 28, 29, 1, 2, 4, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 21, 23, 25, 26, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 1, 2, 5, 6, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 7, 8, 9, 12, 15, 16, 19, 21, 22, 25, 26, 28, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 3, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 29, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 30, 1, 2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22, 24, 25, 26, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 10, 12, 13, 14, 15, 16, 20, 21, 22, 23, 25, 28, 1, 2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 2, 4, 5, 8, 9, 10, 12, 13, 14, 15, 16, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 2, 5, 7, 8, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 19, 21, 23, 24, 25, 26, 28, 29, 30, 2, 4, 5, 7, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 24, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 4, 5, 8, 10, 12, 14, 15, 17, 20, 21, 22, 25, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 1, 2, 3, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 27, 28, 2, 3, 4, 5, 7, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 1, 2, 3, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 24, 25, 26, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 6, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 2, 3, 5, 8, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 3, 4, 5, 7, 8, 10, 11, 12, 14, 15, 16, 17, 18, 19, 21, 22, 23, 25, 26, 27, 28, 29, 30, 2, 3, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 3, 5, 8, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 29, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 20, 21, 25, 26, 27, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 28, 2, 4, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 2, 3, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 4, 5, 6, 8, 9, 10, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25, 28, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 1, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 27, 28, 29, 30, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 20, 21, 22, 23, 25, 28, 29, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 4, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 24, 25, 27, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 19, 20, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 30, 2, 3, 4, 5, 8, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 25, 27, 28, 2, 3, 5, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 20, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 29, 30, 2, 5, 7, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 26, 27, 28, 30, 1, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 21, 22, 24, 25, 26, 27, 28, 30, 1, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 24, 25, 26, 27, 28, 29, 1, 2, 3, 5, 8, 12, 13, 14, 15, 16, 17, 18, 21, 22, 25, 27, 28, 29, 30, 2, 3, 5, 8, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 28, 29, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 29, 30, 2, 5, 8, 9, 11, 12, 14, 15, 16, 19, 20, 21, 22, 25, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 26, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 6, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 24, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 19, 20, 21, 24, 25, 26, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 25, 26, 28, 30, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 28, 29, 30, 1, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 3, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 21, 22, 25, 26, 27, 28, 29, 30, 1, 2, 5, 7, 9, 10, 12, 14, 15, 16, 19, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 20, 21, 22, 24, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 30, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 29, 1, 2, 5, 8, 12, 14, 15, 16, 21, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 2, 3, 5, 8, 9, 10, 12, 14, 15, 16, 18, 20, 21, 22, 25, 27, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 18, 21, 22, 23, 25, 26, 27, 28, 30, 2, 5, 8, 11, 12, 13, 14, 15, 16, 17, 21, 25, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 3, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 21, 22, 23, 25, 27, 28, 29, 1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 18, 20, 21, 24, 25, 26, 27, 28, 2, 4, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 29, 2, 5, 6, 8, 9, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 6, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 2, 5, 6, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 25, 28, 2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 3, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 1, 2, 3, 4, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 21, 22, 24, 25, 26, 28, 1, 2, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 21, 22, 23, 24, 25, 27, 28, 29, 30, 2, 3, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 4, 5, 7, 8, 9, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 23, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 10, 12, 14, 15, 16, 21, 23, 24, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 29, 1, 2, 3, 4, 5, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 27, 28, 30, 2, 4, 5, 8, 12, 14, 15, 16, 21, 25, 26, 28, 1, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 29, 2, 4, 5, 6, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 28, 29, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 26, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 18, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 13, 14, 15, 16, 18, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 29, 1, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 18, 21, 22, 23, 25, 27, 28, 2, 3, 5, 8, 12, 15, 16, 17, 21, 25, 26, 27, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 28, 29, 30, 2, 3, 5, 8, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 27, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 25, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 24, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 18, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 12, 13, 14, 15, 16, 21, 22, 23, 25, 28, 2, 3, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 26, 27, 28, 1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 26, 27, 28, 30, 1, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 1, 2, 4, 5, 7, 8, 10, 11, 12, 14, 15, 16, 21, 22, 24, 25, 26, 28, 1, 2, 5, 8, 9, 10, 12, 13, 14, 15, 16, 18, 21, 22, 25, 26, 27, 28, 29, 30, 2, 5, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 30, 2, 4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 26, 27, 28, 29, 2, 4, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 3, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 3, 5, 7, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 21, 23, 25, 27, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 27, 28, 2, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 21, 22, 25, 27, 28, 29, 30, 2, 5, 7, 8, 10, 12, 13, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 19, 21, 22, 24, 25, 26, 28, 30, 1, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 26, 27, 28, 2, 5, 9, 12, 14, 15, 16, 21, 22, 23, 24, 25, 26, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 1, 2, 5, 6, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 28, 29, 30, 2, 5, 8, 10, 12, 14, 15, 16, 20, 21, 22, 25, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 28, 29, 2, 5, 8, 9, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 11, 12, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 4, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 30, 2, 5, 7, 9, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 19, 21, 22, 23, 25, 27, 28, 1, 2, 5, 6, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 1, 2, 3, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 3, 5, 8, 12, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 8, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 18, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 28, 29, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 23, 24, 25, 27, 28, 2, 5, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 23, 24, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 11, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 30, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 28, 2, 5, 8, 10, 11, 12, 14, 15, 16, 17, 18, 21, 22, 24, 25, 27, 28, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 21, 22, 24, 25, 27, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 4, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 20, 21, 23, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 18, 19, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 11, 12, 14, 15, 16, 20, 21, 25, 28, 2, 5, 7, 8, 11, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 29, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 25, 28, 2, 3, 5, 7, 8, 10, 12, 13, 14, 15, 16, 20, 21, 22, 23, 25, 28, 29, 2, 4, 5, 7, 8, 9, 10, 11, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 2, 5, 6, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 6, 8, 10, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 2, 5, 6, 8, 9, 12, 13, 14, 15, 16, 17, 19, 21, 22, 25, 26, 27, 28, 2, 5, 7, 8, 9, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 1, 2, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 24, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 28, 2, 3, 4, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 2, 4, 5, 9, 11, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 20, 21, 25, 26, 28, 2, 5, 7, 8, 11, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 6, 7, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 27, 28, 2, 5, 12, 14, 15, 16, 21, 22, 25, 26, 28, 29, 30, 2, 3, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 23, 24, 25, 27, 28, 1, 2, 3, 5, 8, 10, 12, 14, 15, 16, 19, 21, 22, 23, 24, 25, 26, 27, 28, 30, 2, 4, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 20, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 4, 5, 7, 8, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 29, 2, 4, 5, 7, 8, 11, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 26, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 19, 21, 22, 23, 24, 25, 26, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 3, 5, 6, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 4, 5, 8, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 4, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 3, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 20, 21, 25, 28, 2, 5, 8, 12, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 21, 22, 25, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 6, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 25, 27, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 17, 20, 21, 25, 27, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 27, 28, 1, 2, 3, 5, 8, 9, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 1, 2, 3, 4, 5, 8, 9, 10, 11, 12, 14, 15, 16, 20, 21, 22, 24, 25, 26, 27, 28, 2, 3, 4, 5, 6, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 3, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 25, 28, 29, 2, 4, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 1, 2, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 2, 3, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 11, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 20, 21, 23, 25, 26, 28, 29, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 24, 25, 26, 27, 28, 30, 2, 5, 7, 8, 9, 12, 14, 15, 16, 19, 21, 23, 25, 27, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 21, 25, 28, 2, 5, 6, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 24, 25, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 1, 2, 5, 7, 12, 14, 15, 16, 17, 19, 21, 22, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 29, 1, 2, 3, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 28, 30, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 26, 28, 1, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 23, 24, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 19, 21, 22, 23, 25, 26, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 19, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 28, 2, 5, 7, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 3, 5, 8, 9, 11, 12, 14, 15, 16, 17, 19, 21, 22, 23, 24, 25, 27, 28, 30, 2, 4, 5, 7, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 29, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 18, 19, 21, 22, 24, 25, 26, 27, 28, 30, 1, 2, 5, 7, 8, 11, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 29, 30, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 1, 2, 4, 5, 6, 7, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 30, 1, 2, 3, 5, 8, 10, 11, 12, 14, 15, 16, 21, 22, 25, 27, 28, 29, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 1, 2, 3, 5, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 1, 2, 3, 5, 8, 10, 11, 12, 14, 15, 16, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 2, 5, 7, 8, 9, 12, 13, 14, 15, 16, 17, 21, 22, 24, 25, 26, 27, 28, 30, 1, 2, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 27, 28, 30, 2, 3, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 25, 27, 28, 30, 2, 5, 8, 11, 12, 14, 15, 16, 21, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 2, 3, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 1, 2, 4, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 1, 2, 4, 5, 8, 9, 10, 11, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 2, 5, 8, 12, 15, 16, 19, 20, 21, 22, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 26, 28, 29, 2, 5, 7, 8, 12, 14, 15, 16, 17, 19, 21, 22, 25, 26, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 1, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 30, 1, 2, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 23, 25, 28, 2, 5, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 4, 5, 6, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 24, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 24, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 1, 2, 5, 8, 9, 10, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 4, 5, 12, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 2, 3, 5, 8, 9, 11, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 23, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 26, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 6, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 13, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 24, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 4, 5, 8, 9, 10, 11, 12, 14, 15, 16, 18, 20, 21, 22, 24, 25, 26, 27, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 23, 25, 26, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 29, 1, 2, 3, 4, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 25, 28, 30, 2, 5, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 4, 5, 8, 11, 12, 13, 14, 15, 16, 17, 21, 22, 23, 24, 25, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 21, 25, 28, 1, 2, 5, 8, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 26, 28, 1, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 20, 21, 22, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 2, 4, 5, 6, 7, 8, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 2, 4, 5, 8, 9, 11, 12, 14, 15, 16, 20, 21, 22, 23, 24, 25, 27, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 10, 12, 14, 15, 16, 17, 21, 25, 28, 2, 5, 7, 8, 12, 13, 14, 15, 16, 21, 22, 23, 25, 26, 27, 28, 1, 2, 4, 5, 6, 8, 9, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 29, 1, 2, 4, 5, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 28, 2, 5, 8, 9, 11, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 4, 5, 8, 9, 11, 12, 13, 14, 15, 16, 20, 21, 22, 25, 26, 28, 1, 2, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 20, 21, 22, 25, 26, 27, 28, 30, 1, 2, 4, 5, 8, 10, 12, 13, 14, 15, 16, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 30, 1, 2, 5, 8, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 7, 8, 10, 12, 13, 14, 15, 16, 20, 21, 22, 23, 25, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 29, 30, 2, 5, 6, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 25, 27, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 25, 27, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 29, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 18, 21, 22, 25, 28, 30, 2, 4, 5, 7, 8, 9, 12, 13, 14, 15, 16, 17, 21, 25, 27, 28, 1, 2, 3, 4, 5, 6, 8, 10, 12, 13, 14, 15, 16, 18, 21, 22, 25, 26, 27, 28, 29, 30, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 2, 5, 7, 8, 9, 12, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 4, 5, 8, 10, 12, 14, 15, 16, 17, 19, 21, 22, 25, 27, 28, 2, 4, 5, 6, 8, 9, 10, 11, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 11, 12, 14, 15, 16, 17, 19, 21, 22, 25, 26, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 3, 5, 8, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 19, 21, 22, 23, 25, 28, 29, 2, 3, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 24, 25, 28, 2, 3, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 7, 8, 10, 12, 14, 15, 16, 20, 21, 22, 25, 26, 27, 28, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 27, 28, 29, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 3, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 29, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 23, 25, 26, 28, 1, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 21, 23, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 23, 25, 28, 29, 30, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 6, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 24, 25, 26, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 28, 1, 2, 5, 7, 8, 10, 12, 13, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 4, 5, 6, 8, 9, 10, 11, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 1, 2, 4, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 3, 4, 5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 29, 30, 1, 2, 5, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 20, 21, 23, 25, 27, 28, 2, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 25, 26, 28, 2, 3, 5, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 29, 2, 4, 5, 7, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 26, 27, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 28, 1, 2, 5, 6, 8, 9, 10, 12, 14, 15, 16, 21, 22, 23, 25, 28, 2, 5, 6, 8, 12, 14, 15, 16, 20, 21, 22, 25, 28, 1, 2, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 21, 22, 23, 25, 26, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 25, 28, 29, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 29, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 24, 25, 26, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 19, 21, 22, 24, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 30, 2, 4, 5, 8, 9, 10, 12, 15, 16, 21, 22, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 3, 5, 8, 9, 12, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 13, 14, 15, 16, 21, 22, 25, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 18, 19, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 28, 2, 3, 5, 6, 8, 11, 12, 14, 15, 16, 18, 21, 22, 23, 25, 28, 29, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 28, 2, 3, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 19, 21, 22, 23, 24, 25, 26, 28, 29, 30, 1, 2, 5, 8, 9, 10, 12, 14, 15, 16, 19, 21, 22, 24, 25, 28, 2, 5, 12, 13, 14, 15, 16, 17, 20, 21, 22, 25, 27, 28, 2, 4, 5, 7, 8, 11, 12, 14, 15, 16, 17, 20, 21, 23, 25, 26, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 26, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 20, 21, 23, 25, 28, 29, 1, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 26, 28, 29, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 23, 25, 28, 29, 1, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 1, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 29, 1, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 29, 2, 4, 5, 8, 9, 10, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 26, 27, 28, 2, 5, 6, 7, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 28, 1, 2, 3, 4, 5, 6, 7, 8, 9, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 28, 29, 30, 1, 2, 4, 5, 8, 10, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 28, 1, 2, 4, 5, 7, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 2, 5, 6, 8, 12, 14, 15, 16, 17, 20, 21, 22, 25, 28, 2, 5, 6, 8, 9, 12, 14, 15, 16, 17, 21, 22, 25, 26, 27, 28, 2, 5, 6, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 6, 8, 12, 14, 15, 16, 21, 22, 23, 25, 27, 28, 29, 2, 5, 7, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 28, 29, 2, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 10, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 12, 13, 14, 15, 16, 17, 21, 22, 25, 28, 1, 2, 4, 5, 7, 8, 12, 13, 14, 15, 16, 17, 18, 21, 22, 23, 25, 26, 28, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 18, 20, 21, 22, 25, 27, 28, 2, 4, 5, 8, 9, 12, 14, 15, 16, 17, 21, 25, 28, 1, 2, 3, 5, 7, 8, 9, 10, 12, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 28, 2, 3, 4, 5, 8, 10, 12, 13, 14, 15, 16, 18, 21, 22, 25, 27, 28, 2, 3, 4, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 30, 1, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 18, 19, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 27, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 27, 28, 29, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 23, 25, 28, 2, 5, 8, 9, 12, 14, 15, 16, 18, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 18, 21, 22, 25, 26, 27, 28, 2, 5, 7, 8, 9, 10, 12, 14, 15, 16, 18, 21, 22, 25, 26, 28, 29, 1, 2, 5, 8, 11, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 4, 5, 8, 9, 11, 12, 13, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 24, 25, 26, 27, 28, 2, 5, 8, 9, 12, 14, 15, 16, 18, 19, 21, 22, 25, 28, 2, 5, 8, 9, 11, 12, 14, 15, 16, 17, 19, 21, 22, 23, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 21, 22, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 30, 2, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 27, 28, 30, 2, 5, 8, 9, 12, 14, 15, 16, 20, 21, 22, 25, 26, 27, 28, 2, 4, 5, 8, 12, 14, 15, 16, 17, 21, 22, 25, 28, 2, 5, 8, 12, 14, 15, 16, 17, 20, 21, 22, 23, 25, 28, 29, 1, 2, 3, 5, 7, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 30, 1, 2, 5, 8, 12, 14, 15, 16, 17, 19, 21, 22, 25, 28, 30, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 30, 2, 4, 5, 7, 8, 12, 14, 15, 16, 21, 22, 25, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 21, 22, 23, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 17, 20, 21, 22, 25, 26, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 18, 20, 21, 22, 23, 25, 28, 2, 5, 7, 8, 12, 14, 15, 16, 17, 18, 21, 22, 25, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 18, 21, 22, 25, 28, 29, 2, 5, 8, 12, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 28, 29, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28, 29, 2, 4, 5, 8, 9, 10, 11, 12, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 28, 29, 2, 5, 8, 9, 12, 14, 15, 16, 17, 21, 22, 23, 25, 26, 28, 2, 4, 5, 7, 8, 9, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 8, 10, 12, 14, 15, 16, 21, 22, 23, 24, 25, 28, 2, 5, 8, 9, 11, 12, 13, 14, 15, 16, 20, 21, 22, 23, 25, 27, 28, 2, 5, 7, 8, 9, 12, 14, 15, 16, 17, 18, 21, 22, 25, 28, 29, 2, 5, 8, 10, 12, 14, 15, 16, 18, 21, 22, 25, 28, 29, 2, 5, 8, 12, 15, 16, 17, 18, 21, 22, 23, 25, 26, 27, 28, 2, 5, 8, 12, 14, 15, 16, 21, 22, 23, 25, 28, 1, 2, 5, 7, 8, 12, 14, 15, 16, 17, 18, 21, 22, 23, 25, 28, 1, 2, 3, 4, 5, 6, 8, 9, 12, 14, 15, 16, 18, 21, 22, 23, 25, 28, 2, 5, 8, 9, 10, 12, 14, 15, 16, 17, 21, 22, 23, 24, 25, 26, 27, 28, 2, 3, 4, 5, 8, 12, 13, 14, 15, 16, 21, 22, 25, 28, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 27, 28, 2, 5, 6, 8, 12, 14, 15, 16, 19, 21, 22, 23, 25, 26, 28, 29, 1, 2, 5, 8, 12, 14, 15, 16, 21, 22, 25, 28], \"Freq\": [0.21554576640287074, 0.011344514021203723, 0.03403354206361117, 0.011344514021203723, 0.09075611216962978, 0.39705799074213033, 0.05672257010601862, 0.011344514021203723, 0.011344514021203723, 0.011344514021203723, 0.011344514021203723, 0.011344514021203723, 0.05672257010601862, 0.011344514021203723, 0.011344514021203723, 0.011344514021203723, 0.025566287337083913, 0.025566287337083913, 0.025566287337083913, 0.07669886201125174, 0.07669886201125174, 0.025566287337083913, 0.051132574674167826, 0.025566287337083913, 0.025566287337083913, 0.07669886201125174, 0.025566287337083913, 0.025566287337083913, 0.025566287337083913, 0.38349431005625867, 0.025566287337083913, 0.025566287337083913, 0.02324516625573953, 0.004649033251147907, 0.004649033251147907, 0.08368259852066232, 0.004649033251147907, 0.03254323275803534, 0.009298066502295813, 0.40446589284986784, 0.013947099753443718, 0.004649033251147907, 0.33937942733379717, 0.009298066502295813, 0.004649033251147907, 0.03254323275803534, 0.004649033251147907, 0.004649033251147907, 0.004649033251147907, 0.004649033251147907, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.03152958640227637, 0.5044733824364219, 0.03152958640227637, 0.03152958640227637, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.5916391507716109, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.023665566030864435, 0.014527863199895519, 0.043583589599686556, 0.014527863199895519, 0.0726393159994776, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.6392259807954028, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.014527863199895519, 0.03483965873140659, 0.006967931746281317, 0.0418075904776879, 0.05574345397025054, 0.06967931746281318, 0.006967931746281317, 0.013935863492562634, 0.0836151809553758, 0.006967931746281317, 0.006967931746281317, 0.06967931746281318, 0.006967931746281317, 0.0418075904776879, 0.04877552222396922, 0.2438776111198461, 0.13935863492562636, 0.03483965873140659, 0.006967931746281317, 0.04877552222396922, 0.006967931746281317, 0.016095467800808543, 0.0022993525429726488, 0.006898057628917946, 0.0022993525429726488, 0.016095467800808543, 0.06668122374620682, 0.03449028814458973, 0.02529287797269914, 0.07587863391809742, 0.032190935601617086, 0.0022993525429726488, 0.0022993525429726488, 0.0022993525429726488, 0.0022993525429726488, 0.39318928484832294, 0.07127992883215212, 0.0022993525429726488, 0.0022993525429726488, 0.013796115257835893, 0.04138834577350768, 0.16555338309403073, 0.02069417288675384, 0.6280425549118842, 0.010828319912273865, 0.010828319912273865, 0.010828319912273865, 0.010828319912273865, 0.14076815885956026, 0.010828319912273865, 0.0649699194736432, 0.010828319912273865, 0.010828319912273865, 0.010828319912273865, 0.010828319912273865, 0.010828319912273865, 0.0012831603344124367, 0.011548443009711931, 0.017964244681774117, 0.0012831603344124367, 0.015397924012949243, 0.034645329029135793, 0.03336216869472336, 0.0038494810032373107, 0.0012831603344124367, 0.284861594239561, 0.0012831603344124367, 0.041061130701197976, 0.05260957371090991, 0.0012831603344124367, 0.015397924012949243, 0.0012831603344124367, 0.0487600927076726, 0.4285755516937539, 0.4738893363556866, 0.021540424379803937, 0.021540424379803937, 0.021540424379803937, 0.043080848759607875, 0.021540424379803937, 0.021540424379803937, 0.15078297065862756, 0.021540424379803937, 0.021540424379803937, 0.021540424379803937, 0.021540424379803937, 0.021540424379803937, 0.021540424379803937, 0.04628716648204836, 0.09808470992624532, 0.0022041507848594454, 0.020939432456164732, 0.030858110988032237, 0.09367640835652644, 0.007714527747008059, 0.03196018638046196, 0.0011020753924297227, 0.061716221976064474, 0.0011020753924297227, 0.0242456586334539, 0.04738924187447808, 0.020939432456164732, 0.2865396020317279, 0.011020753924297228, 0.18514866592819343, 0.017633206278875563, 0.008816603139437782, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.03914534709660338, 0.39145347096603383, 0.03914534709660338, 0.01858214032470946, 0.6875391920142501, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.01858214032470946, 0.04136370248791886, 0.3309096199033509, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.04136370248791886, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.04525318451627587, 0.022626592258137936, 0.022626592258137936, 0.5882913987115863, 0.022626592258137936, 0.022626592258137936, 0.022626592258137936, 0.014113065330186485, 0.0070565326650932425, 0.0070565326650932425, 0.0070565326650932425, 0.02822613066037297, 0.0070565326650932425, 0.03528266332546621, 0.0070565326650932425, 0.0070565326650932425, 0.0070565326650932425, 0.021169597995279725, 0.0070565326650932425, 0.0070565326650932425, 0.7621055278300701, 0.0070565326650932425, 0.0070565326650932425, 0.04233919599055945, 0.10614520158388827, 0.013268150197986033, 0.013268150197986033, 0.0796089011879162, 0.013268150197986033, 0.013268150197986033, 0.013268150197986033, 0.013268150197986033, 0.013268150197986033, 0.013268150197986033, 0.013268150197986033, 0.013268150197986033, 0.6236030593053435, 0.013268150197986033, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.029036513011040887, 0.522657234198736, 0.029036513011040887, 0.029036513011040887, 0.018674399319894654, 0.4481855836774717, 0.018674399319894654, 0.018674399319894654, 0.018674399319894654, 0.018674399319894654, 0.018674399319894654, 0.018674399319894654, 0.018674399319894654, 0.018674399319894654, 0.26144159047852517, 0.018674399319894654, 0.018674399319894654, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.6197148023159988, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.022132671511285673, 0.17534162555585758, 0.01753416255558576, 0.01753416255558576, 0.01753416255558576, 0.01753416255558576, 0.4909565515564013, 0.01753416255558576, 0.01753416255558576, 0.01753416255558576, 0.01753416255558576, 0.01753416255558576, 0.05260248766675728, 0.01753416255558576, 0.7131652754942658, 0.10971773469142551, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.010971773469142552, 0.47116444197754365, 0.10873025584097161, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.0181217093068286, 0.1630953837614574, 0.0181217093068286, 0.0181217093068286, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.034908498083703554, 0.4538104750881462, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.5856863302368024, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.025464623053774015, 0.05092924610754803, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.36565449758400187, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.03656544975840019, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.3653804097831907, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.02149296528136416, 0.30090151393909825, 0.02368953068513778, 0.2368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.02368953068513778, 0.4027220216473423, 0.02368953068513778, 0.21330215012198472, 0.00888758958841603, 0.00888758958841603, 0.02666276876524809, 0.00888758958841603, 0.5243677857165457, 0.00888758958841603, 0.00888758958841603, 0.00888758958841603, 0.00888758958841603, 0.02666276876524809, 0.07998830629574427, 0.00888758958841603, 0.00888758958841603, 0.00888758958841603, 0.00888758958841603, 0.005549639565468947, 0.005549639565468947, 0.005549639565468947, 0.9101408887369073, 0.005549639565468947, 0.005549639565468947, 0.005549639565468947, 0.005549639565468947, 0.005549639565468947, 0.005549639565468947, 0.005549639565468947, 0.005549639565468947, 0.024372190140335988, 0.024372190140335988, 0.5118159929470557, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.024372190140335988, 0.07311657042100796, 0.020608858820433704, 0.053164882174452165, 0.002986791133396189, 0.006272261380131997, 0.17502596041701668, 0.0221022543871318, 0.004778865813433903, 0.0331533815806977, 0.01075244808022628, 0.10035618208211196, 0.017323388573697897, 0.017323388573697897, 0.012544522760263995, 0.1009535403087912, 0.00029867911333961893, 0.0011947164533584757, 0.0044801867000942835, 0.03882828473415046, 0.06451468848135769, 0.0005973582266792379, 0.009557731626867806, 0.07377374099488587, 0.006272261380131997, 0.026582441087226082, 0.19712821480414847, 0.00797651663313844, 0.00797651663313844, 0.00797651663313844, 0.4865675146214449, 0.14357729939649191, 0.00797651663313844, 0.00797651663313844, 0.00797651663313844, 0.00797651663313844, 0.00797651663313844, 0.00797651663313844, 0.00797651663313844, 0.2552485322604301, 0.007600042949300938, 0.007600042949300938, 0.4788027058059591, 0.10640060129021313, 0.007600042949300938, 0.007600042949300938, 0.007600042949300938, 0.007600042949300938, 0.007600042949300938, 0.04560025769580563, 0.007600042949300938, 0.26600150322553284, 0.027834310327663977, 0.009278103442554659, 0.009278103442554659, 0.009278103442554659, 0.009278103442554659, 0.16700586196598385, 0.009278103442554659, 0.018556206885109318, 0.009278103442554659, 0.009278103442554659, 0.009278103442554659, 0.6401891375362715, 0.009278103442554659, 0.027834310327663977, 0.11475232125380251, 0.022950464250760503, 0.022950464250760503, 0.022950464250760503, 0.022950464250760503, 0.022950464250760503, 0.2524551067583655, 0.022950464250760503, 0.022950464250760503, 0.022950464250760503, 0.2524551067583655, 0.022950464250760503, 0.022950464250760503, 0.022950464250760503, 0.022950464250760503, 0.015139379973258704, 0.015139379973258704, 0.015139379973258704, 0.015139379973258704, 0.015139379973258704, 0.09083627983955223, 0.12111503978606963, 0.03027875994651741, 0.015139379973258704, 0.015139379973258704, 0.3482057393849502, 0.015139379973258704, 0.06055751989303482, 0.07569689986629352, 0.04541813991977611, 0.015139379973258704, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.3112890878854111, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.03891113598567639, 0.013375413748243746, 0.013375413748243746, 0.05350165499297498, 0.013375413748243746, 0.013375413748243746, 0.21400661997189993, 0.013375413748243746, 0.4681394811885311, 0.05350165499297498, 0.013375413748243746, 0.013375413748243746, 0.013375413748243746, 0.013375413748243746, 0.040126241244731235, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.6607077530393416, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.020647117282479425, 0.05534149134521209, 0.004257037795785545, 0.004257037795785545, 0.004257037795785545, 0.004257037795785545, 0.004257037795785545, 0.004257037795785545, 0.004257037795785545, 0.8684357103402512, 0.004257037795785545, 0.004257037795785545, 0.012771113387356635, 0.004257037795785545, 0.004257037795785545, 0.004257037795785545, 0.004768605076351482, 0.11444652183243557, 0.38625701118447003, 0.004768605076351482, 0.004768605076351482, 0.004768605076351482, 0.004768605076351482, 0.004768605076351482, 0.004768605076351482, 0.052454655839866304, 0.02384302538175741, 0.33857096042095525, 0.004768605076351482, 0.004768605076351482, 0.004768605076351482, 0.014305815229054447, 0.004768605076351482, 0.004768605076351482, 0.019968158138894253, 0.019968158138894253, 0.019968158138894253, 0.3993631627778851, 0.09984079069447127, 0.21964973952783678, 0.019968158138894253, 0.019968158138894253, 0.019968158138894253, 0.019968158138894253, 0.019968158138894253, 0.019968158138894253, 0.019968158138894253, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.4959075334844105, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.030994220842775658, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.020044498258414506, 0.16035598606731605, 0.5412014529771916, 0.4872976184403196, 0.3929819503550964, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.007859639007101928, 0.5312917439125784, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.029516207995143245, 0.06339856357309652, 0.03803913814385791, 0.291633392436244, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.4437899450116756, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.012679712714619304, 0.08837958523848437, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.5523724077405273, 0.022094896309621092, 0.022094896309621092, 0.022094896309621092, 0.42948902990162063, 0.006710766092212822, 0.006710766092212822, 0.006710766092212822, 0.006710766092212822, 0.006710766092212822, 0.21474451495081032, 0.06710766092212822, 0.1275045557520436, 0.006710766092212822, 0.006710766092212822, 0.006710766092212822, 0.006710766092212822, 0.006710766092212822, 0.07381842701434105, 0.03080469775636547, 0.03080469775636547, 0.03080469775636547, 0.03080469775636547, 0.06160939551273094, 0.03080469775636547, 0.03080469775636547, 0.03080469775636547, 0.4312657685891166, 0.03080469775636547, 0.03080469775636547, 0.03080469775636547, 0.03080469775636547, 0.008808001586381179, 0.017616003172762358, 0.008808001586381179, 0.035232006345524716, 0.008808001586381179, 0.008808001586381179, 0.008808001586381179, 0.008808001586381179, 0.008808001586381179, 0.008808001586381179, 0.02642400475914354, 0.36112806504162837, 0.035232006345524716, 0.008808001586381179, 0.36993606662800954, 0.008808001586381179, 0.0440400079319059, 0.008808001586381179, 0.008808001586381179, 0.021177576846125184, 0.021177576846125184, 0.021177576846125184, 0.04235515369225037, 0.021177576846125184, 0.021177576846125184, 0.021177576846125184, 0.10588788423062591, 0.021177576846125184, 0.021177576846125184, 0.021177576846125184, 0.5082618443070044, 0.021177576846125184, 0.04235515369225037, 0.021177576846125184, 0.021177576846125184, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0483001036087539, 0.0069000148012505575, 0.0069000148012505575, 0.841801805752568, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.0069000148012505575, 0.02259399108432821, 0.0011296995542164105, 0.0011296995542164105, 0.0011296995542164105, 0.004518798216865642, 0.0011296995542164105, 0.0011296995542164105, 0.0011296995542164105, 0.0011296995542164105, 0.10054326032526052, 0.053095879048171285, 0.006778197325298462, 0.0011296995542164105, 0.7388235084575324, 0.013556394650596925, 0.0011296995542164105, 0.012426695096380514, 0.033890986626492314, 0.030216005519046407, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.015108002759523204, 0.740292135216637, 0.015108002759523204, 0.015108002759523204, 0.05049110498117736, 0.004590100452834305, 0.11016241086802332, 0.02754060271700583, 0.004590100452834305, 0.004590100452834305, 0.004590100452834305, 0.004590100452834305, 0.04590100452834305, 0.004590100452834305, 0.013770301358502915, 0.01836040181133722, 0.02754060271700583, 0.39474863894375023, 0.26163572581155536, 0.004590100452834305, 0.028659485718583202, 0.11463794287433281, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.028659485718583202, 0.45855177149733123, 0.028659485718583202, 0.04771717617213638, 0.04771717617213638, 0.23858588086068191, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.04771717617213638, 0.023269031314672922, 0.11634515657336461, 0.13961418788803753, 0.023269031314672922, 0.023269031314672922, 0.023269031314672922, 0.023269031314672922, 0.023269031314672922, 0.023269031314672922, 0.023269031314672922, 0.023269031314672922, 0.023269031314672922, 0.39557353234943965, 0.023269031314672922, 0.014393688601555578, 0.004797896200518526, 0.004797896200518526, 0.07196844300777788, 0.004797896200518526, 0.004797896200518526, 0.08156423540881494, 0.004797896200518526, 0.06237265060674083, 0.03358527340362968, 0.15353267841659282, 0.004797896200518526, 0.009595792401037051, 0.5181727896560008, 0.015636697725566997, 0.015636697725566997, 0.015636697725566997, 0.015636697725566997, 0.015636697725566997, 0.015636697725566997, 0.015636697725566997, 0.015636697725566997, 0.015636697725566997, 0.7505614908272159, 0.015636697725566997, 0.015636697725566997, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.5291933762044968, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.019599754674240622, 0.15679803739392498, 0.009537505784246617, 0.06676254048972631, 0.009537505784246617, 0.009537505784246617, 0.1716751041164391, 0.009537505784246617, 0.009537505784246617, 0.009537505784246617, 0.23843764460616543, 0.009537505784246617, 0.2575126561746586, 0.009537505784246617, 0.009537505784246617, 0.13352508097945262, 0.009537505784246617, 0.009537505784246617, 0.014543393893065262, 0.0014543393893065263, 0.2268769447318181, 0.0014543393893065263, 0.008726036335839158, 0.0014543393893065263, 0.020360751450291367, 0.0014543393893065263, 0.07417130885463284, 0.0014543393893065263, 0.05817357557226105, 0.0014543393893065263, 0.12507318748036125, 0.03926716351127621, 0.0014543393893065263, 0.32286334442604886, 0.08726036335839157, 0.0014543393893065263, 0.008726036335839158, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.26440457875853346, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.04406742979308891, 0.00673932423176499, 0.10782918770823983, 0.00673932423176499, 0.00673932423176499, 0.04043594539058994, 0.00673932423176499, 0.00673932423176499, 0.00673932423176499, 0.15500445733059476, 0.11456851194000484, 0.00673932423176499, 0.00673932423176499, 0.04717526962235493, 0.14152580886706478, 0.00673932423176499, 0.04717526962235493, 0.1280471604035348, 0.12130783617176982, 0.04135242023982232, 0.04135242023982232, 0.04135242023982232, 0.04135242023982232, 0.04135242023982232, 0.04135242023982232, 0.04135242023982232, 0.04135242023982232, 0.3308193619185786, 0.04135242023982232, 0.04135242023982232, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.4291377705838931, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.03576148088199109, 0.011405152963969363, 0.011405152963969363, 0.07983607074778554, 0.011405152963969363, 0.011405152963969363, 0.022810305927938725, 0.011405152963969363, 0.011405152963969363, 0.011405152963969363, 0.011405152963969363, 0.011405152963969363, 0.05702576481984681, 0.6729040248741924, 0.011405152963969363, 0.011405152963969363, 0.17751721241162688, 0.01479310103430224, 0.01479310103430224, 0.01479310103430224, 0.01479310103430224, 0.01479310103430224, 0.01479310103430224, 0.01479310103430224, 0.0739655051715112, 0.05917240413720896, 0.01479310103430224, 0.01479310103430224, 0.3994137279261604, 0.01479310103430224, 0.01479310103430224, 0.05917240413720896, 0.030001100800822005, 0.07875288960215776, 0.009375344000256877, 0.0018750688000513753, 0.005625206400154126, 0.0018750688000513753, 0.12187947200333939, 0.005625206400154126, 0.14063016000385314, 0.011250412800308252, 0.011250412800308252, 0.052501926401438505, 0.0018750688000513753, 0.04125151360113025, 0.02437589440066788, 0.013125481600359626, 0.0018750688000513753, 0.03562630720097613, 0.13125481600359626, 0.045001651201233006, 0.04125151360113025, 0.1443802976039559, 0.04687672000128438, 0.146219207357776, 0.018277400919722, 0.0020308223244135553, 0.018277400919722, 0.12794180643805397, 0.02640069021737622, 0.22135963336107753, 0.032493157190616885, 0.0060924669732406655, 0.0020308223244135553, 0.0020308223244135553, 0.05280138043475244, 0.0020308223244135553, 0.016246578595308443, 0.014215756270894888, 0.1137260501671591, 0.018277400919722, 0.0020308223244135553, 0.1502808520066031, 0.020308223244135552, 0.030068316916828257, 0.030068316916828257, 0.030068316916828257, 0.030068316916828257, 0.5111613875860803, 0.030068316916828257, 0.030068316916828257, 0.030068316916828257, 0.030068316916828257, 0.030068316916828257, 0.030068316916828257, 0.030068316916828257, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.08772200038764383, 0.029240666795881273, 0.029240666795881273, 0.43861000193821914, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.029240666795881273, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.10202956850848499, 0.025507392127121248, 0.510147842542425, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.025507392127121248, 0.014470191653105818, 0.014470191653105818, 0.10129134157174073, 0.014470191653105818, 0.014470191653105818, 0.014470191653105818, 0.014470191653105818, 0.014470191653105818, 0.6800990076959734, 0.014470191653105818, 0.014470191653105818, 0.014470191653105818, 0.014470191653105818, 0.014470191653105818, 0.038735288708520436, 0.3873528870852044, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.038735288708520436, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.4844336583661559, 0.20184735765256495, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.020184735765256496, 0.024168742633853636, 0.024168742633853636, 0.024168742633853636, 0.024168742633853636, 0.024168742633853636, 0.024168742633853636, 0.024168742633853636, 0.024168742633853636, 0.16918119843697546, 0.024168742633853636, 0.024168742633853636, 0.024168742633853636, 0.4592061100432191, 0.024168742633853636, 0.46905067446318194, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.03127004496421213, 0.5911622303856561, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.025702705668941565, 0.5323769659184042, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.09258729842059203, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.023146824605148008, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.5455843094225526, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.027279215471127632, 0.04613790477463336, 0.27682742864780013, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.04613790477463336, 0.023756814820649376, 0.023756814820649376, 0.023756814820649376, 0.38010903713039, 0.0950272592825975, 0.023756814820649376, 0.023756814820649376, 0.023756814820649376, 0.023756814820649376, 0.023756814820649376, 0.023756814820649376, 0.14254088892389624, 0.023756814820649376, 0.023756814820649376, 0.07127044446194812, 0.03151471449877754, 0.03151471449877754, 0.03151471449877754, 0.03151471449877754, 0.37817657398533044, 0.03151471449877754, 0.03151471449877754, 0.12605885799511016, 0.03151471449877754, 0.03151471449877754, 0.03151471449877754, 0.03151471449877754, 0.03151471449877754, 0.03151471449877754, 0.03151471449877754, 0.028338000232383326, 0.028338000232383326, 0.028338000232383326, 0.028338000232383326, 0.028338000232383326, 0.028338000232383326, 0.5384220044152832, 0.028338000232383326, 0.028338000232383326, 0.028338000232383326, 0.028338000232383326, 0.028338000232383326, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.5173288977734892, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.03043111163373466, 0.01976581102869503, 0.01976581102869503, 0.01976581102869503, 0.01976581102869503, 0.01976581102869503, 0.01976581102869503, 0.6918033860043261, 0.01976581102869503, 0.01976581102869503, 0.01976581102869503, 0.01976581102869503, 0.01976581102869503, 0.013874633570019206, 0.013874633570019206, 0.06937316785009603, 0.013874633570019206, 0.013874633570019206, 0.013874633570019206, 0.013874633570019206, 0.6937316785009603, 0.013874633570019206, 0.013874633570019206, 0.027749267140038412, 0.013874633570019206, 0.013874633570019206, 0.013874633570019206, 0.013874633570019206, 0.00928520213262238, 0.00928520213262238, 0.2507004575808042, 0.00928520213262238, 0.00928520213262238, 0.00928520213262238, 0.00928520213262238, 0.6035381386204547, 0.00928520213262238, 0.00928520213262238, 0.00928520213262238, 0.00928520213262238, 0.00928520213262238, 0.00928520213262238, 0.00928520213262238, 0.08067981716279639, 0.04910945392518041, 0.01052345441253866, 0.09120327157533505, 0.04560163578766752, 0.014031272550051545, 0.017539090687564433, 0.0035078181375128863, 0.0035078181375128863, 0.11575799853792525, 0.0035078181375128863, 0.09120327157533505, 0.0035078181375128863, 0.06314072647523196, 0.25256290590092784, 0.024554726962590204, 0.0771719990252835, 0.014031272550051545, 0.02806254510010309, 0.010952581062453982, 0.1314309727494478, 0.09857322956208585, 0.010952581062453982, 0.010952581062453982, 0.29571968868625753, 0.010952581062453982, 0.021905162124907965, 0.010952581062453982, 0.010952581062453982, 0.010952581062453982, 0.010952581062453982, 0.05476290531226991, 0.2628619454988956, 0.00675178688106071, 0.00675178688106071, 0.8912358683000137, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.00675178688106071, 0.010378399356866748, 0.010378399356866748, 0.07264879549806723, 0.010378399356866748, 0.010378399356866748, 0.010378399356866748, 0.010378399356866748, 0.010378399356866748, 0.010378399356866748, 0.010378399356866748, 0.010378399356866748, 0.7783799517650061, 0.010378399356866748, 0.01090053902100775, 0.03270161706302325, 0.01090053902100775, 0.054502695105038745, 0.054502695105038745, 0.01090053902100775, 0.01090053902100775, 0.01090053902100775, 0.01090053902100775, 0.01090053902100775, 0.03270161706302325, 0.01090053902100775, 0.01090053902100775, 0.043602156084031, 0.6431318022394572, 0.007407204783473193, 0.04444322870083916, 0.007407204783473193, 0.014814409566946386, 0.03703602391736596, 0.007407204783473193, 0.422210672657972, 0.059257638267785545, 0.007407204783473193, 0.007407204783473193, 0.007407204783473193, 0.007407204783473193, 0.2962881913389277, 0.007407204783473193, 0.03703602391736596, 0.007407204783473193, 0.006164457398044949, 0.006164457398044949, 0.006164457398044949, 0.012328914796089899, 0.006164457398044949, 0.32671624209638234, 0.006164457398044949, 0.006164457398044949, 0.006164457398044949, 0.006164457398044949, 0.006164457398044949, 0.012328914796089899, 0.006164457398044949, 0.5609656232220904, 0.006164457398044949, 0.006164457398044949, 0.03452046452762067, 0.03452046452762067, 0.03452046452762067, 0.03452046452762067, 0.03452046452762067, 0.03452046452762067, 0.103561393582862, 0.03452046452762067, 0.37972510980382734, 0.03452046452762067, 0.03452046452762067, 0.03452046452762067, 0.04406380608668561, 0.0016319928180253927, 0.03427184917853325, 0.0016319928180253927, 0.0016319928180253927, 0.08486362653732042, 0.026111885088406284, 0.014687935362228535, 0.016319928180253927, 0.16809526025661545, 0.006527971272101571, 0.0016319928180253927, 0.10771152598967593, 0.0016319928180253927, 0.04406380608668561, 0.04895978454076178, 0.1338234110780822, 0.0016319928180253927, 0.053855762994837963, 0.0016319928180253927, 0.0016319928180253927, 0.05875174144891414, 0.14361536798623456, 0.0016319928180253927, 0.03329409831884618, 0.0027745081932371816, 0.008323524579711545, 0.05271565567150645, 0.0027745081932371816, 0.013872540966185908, 0.022196065545897453, 0.0027745081932371816, 0.0027745081932371816, 0.09433327857006417, 0.0027745081932371816, 0.04994114747826927, 0.06658819663769236, 0.03884311470532054, 0.03329409831884618, 0.0027745081932371816, 0.0027745081932371816, 0.013872540966185908, 0.3468135241546477, 0.19976458991307708, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.03077129912694384, 0.49234078603110143, 0.014649242595744467, 0.014649242595744467, 0.7617606149787123, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.014649242595744467, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.03983285085792016, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.6373256137267226, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.01991642542896008, 0.019768035332334066, 0.019768035332334066, 0.019768035332334066, 0.019768035332334066, 0.019768035332334066, 0.019768035332334066, 0.019768035332334066, 0.6523451659670242, 0.019768035332334066, 0.019768035332334066, 0.03953607066466813, 0.019768035332334066, 0.019768035332334066, 0.02139492082588063, 0.02139492082588063, 0.02139492082588063, 0.02139492082588063, 0.02139492082588063, 0.02139492082588063, 0.02139492082588063, 0.5990577831246576, 0.02139492082588063, 0.02139492082588063, 0.06418476247764189, 0.02139492082588063, 0.02139492082588063, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.5622131558136048, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.026772055038743085, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.5217789776850921, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.028987720982505114, 0.00553092133060957, 0.7743289862853399, 0.00553092133060957, 0.016592763991828713, 0.04977829197548614, 0.00553092133060957, 0.00553092133060957, 0.033185527983657426, 0.01106184266121914, 0.00553092133060957, 0.00553092133060957, 0.00553092133060957, 0.00553092133060957, 0.00553092133060957, 0.04977829197548614, 0.19940969107250575, 0.0029324954569486137, 0.0029324954569486137, 0.02345996365558891, 0.05278491822507505, 0.07037989096676674, 0.0205274681986403, 0.0029324954569486137, 0.07037989096676674, 0.372426923032474, 0.0029324954569486137, 0.0029324954569486137, 0.0029324954569486137, 0.0029324954569486137, 0.0029324954569486137, 0.11729981827794456, 0.03812244094033198, 0.05116474841681266, 0.01827312443457595, 0.1059841217205405, 0.05847399819064304, 0.00365462488691519, 0.01827312443457595, 0.0730924977383038, 0.0365462488691519, 0.00365462488691519, 0.00365462488691519, 0.01827312443457595, 0.05847399819064304, 0.10232949683362531, 0.01827312443457595, 0.1863858692326747, 0.04020087375606709, 0.13522112081586202, 0.01827312443457595, 0.03289162398223671, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.015959305117712604, 0.7500873405324923, 0.013010358704283086, 0.039031076112849256, 0.013010358704283086, 0.026020717408566173, 0.013010358704283086, 0.013010358704283086, 0.013010358704283086, 0.013010358704283086, 0.013010358704283086, 0.26020717408566174, 0.013010358704283086, 0.013010358704283086, 0.013010358704283086, 0.0910725109299816, 0.013010358704283086, 0.41633147853705876, 0.39191028625152896, 0.03014694509627146, 0.03014694509627146, 0.09044083528881439, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.03014694509627146, 0.01177416579804386, 0.01177416579804386, 0.01177416579804386, 0.01177416579804386, 0.01177416579804386, 0.08241916058630702, 0.01177416579804386, 0.14128998957652633, 0.01177416579804386, 0.5298374609119737, 0.01177416579804386, 0.01177416579804386, 0.01177416579804386, 0.01177416579804386, 0.01177416579804386, 0.01177416579804386, 0.07064499478826317, 0.028517137838082813, 0.005703427567616563, 0.02281371027046625, 0.005703427567616563, 0.03422056540569938, 0.005703427567616563, 0.10836512378471469, 0.07984798594663188, 0.005703427567616563, 0.005703427567616563, 0.005703427567616563, 0.08555141351424844, 0.20532339243419626, 0.10266169621709813, 0.005703427567616563, 0.051330848108549064, 0.19391653729896313, 0.005703427567616563, 0.005703427567616563, 0.028517137838082813, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.24034995758982128, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.048069991517964254, 0.0044314752064443545, 0.06204065289022097, 0.0044314752064443545, 0.008862950412888709, 0.0044314752064443545, 0.0044314752064443545, 0.49632522312176774, 0.0044314752064443545, 0.0044314752064443545, 0.0044314752064443545, 0.05760917768377661, 0.039883276857999195, 0.15953310743199678, 0.0487462272708879, 0.0044314752064443545, 0.0044314752064443545, 0.02658885123866613, 0.039883276857999195, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.49278841999148654, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.03079927624946791, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.26796660778721426, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.04466110129786904, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.4007639565763595, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.03643308696148723, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.37523435476843064, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.037523435476843066, 0.0025619944297348685, 0.06404986074337171, 0.0025619944297348685, 0.02305794986761382, 0.04355390530549277, 0.030743933156818424, 0.02305794986761382, 0.02305794986761382, 0.0025619944297348685, 0.02305794986761382, 0.0025619944297348685, 0.11785174376780395, 0.0025619944297348685, 0.015371966578409212, 0.005123988859469737, 0.0025619944297348685, 0.0025619944297348685, 0.0025619944297348685, 0.0025619944297348685, 0.01793396100814408, 0.02305794986761382, 0.015371966578409212, 0.5277708525253829, 0.02305794986761382, 0.04243768912869155, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.014145896376230517, 0.6648571296828343, 0.04243768912869155, 0.014145896376230517, 0.028291792752461034, 0.030090831052101946, 0.12036332420840778, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.3911808036773253, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.030090831052101946, 0.4193367748830442, 0.01877627350222586, 0.0062587578340752865, 0.0062587578340752865, 0.0062587578340752865, 0.20653900852448445, 0.0062587578340752865, 0.2691265868652373, 0.0062587578340752865, 0.0062587578340752865, 0.0062587578340752865, 0.0062587578340752865, 0.0062587578340752865, 0.0062587578340752865, 0.0362769027461086, 0.2902152219688688, 0.0362769027461086, 0.0362769027461086, 0.0362769027461086, 0.0362769027461086, 0.0362769027461086, 0.0362769027461086, 0.0362769027461086, 0.0362769027461086, 0.0362769027461086, 0.1451076109844344, 0.0362769027461086, 0.0362769027461086, 0.022921373413054814, 0.022921373413054814, 0.61887708215248, 0.022921373413054814, 0.022921373413054814, 0.022921373413054814, 0.022921373413054814, 0.022921373413054814, 0.022921373413054814, 0.022921373413054814, 0.022921373413054814, 0.022921373413054814, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.03298591623730769, 0.4618028273223077, 0.03298591623730769, 0.03298591623730769, 0.010013820766297568, 0.010013820766297568, 0.20027641532595136, 0.010013820766297568, 0.010013820766297568, 0.010013820766297568, 0.010013820766297568, 0.010013820766297568, 0.010013820766297568, 0.010013820766297568, 0.06008292459778541, 0.2603593399237368, 0.010013820766297568, 0.09012438689667812, 0.010013820766297568, 0.24033169839114163, 0.010013820766297568, 0.010013820766297568, 0.009925195525571357, 0.009925195525571357, 0.4069330165484256, 0.009925195525571357, 0.23820469261371258, 0.009925195525571357, 0.009925195525571357, 0.009925195525571357, 0.029775586576714072, 0.14887793288357035, 0.009925195525571357, 0.009925195525571357, 0.009925195525571357, 0.04962597762785679, 0.009925195525571357, 0.015186012993662346, 0.015186012993662346, 0.7593006496831173, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.015186012993662346, 0.0025071848584159425, 0.3234268467356566, 0.0025071848584159425, 0.0025071848584159425, 0.0025071848584159425, 0.0025071848584159425, 0.0025071848584159425, 0.0025071848584159425, 0.11783768834554931, 0.0025071848584159425, 0.035100588017823196, 0.07521554575247828, 0.07270836089406234, 0.0025071848584159425, 0.24570411612476237, 0.1002873943366377, 0.0025071848584159425, 0.02620739351895011, 0.02620739351895011, 0.02620739351895011, 0.02620739351895011, 0.02620739351895011, 0.05241478703790022, 0.02620739351895011, 0.02620739351895011, 0.02620739351895011, 0.02620739351895011, 0.02620739351895011, 0.07862218055685033, 0.02620739351895011, 0.02620739351895011, 0.471733083341102, 0.02620739351895011, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.40540733649905397, 0.036855212409004905, 0.036855212409004905, 0.036855212409004905, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.5324067251083897, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.029578151394910535, 0.0172250676249315, 0.0021531334531164374, 0.09043160503089037, 0.0021531334531164374, 0.027990734890513687, 0.0021531334531164374, 0.045215802515445186, 0.0021531334531164374, 0.00861253381246575, 0.0021531334531164374, 0.0021531334531164374, 0.07320653740595887, 0.019378201078047937, 0.04736893596856162, 0.010765667265582188, 0.0021531334531164374, 0.2476103471083903, 0.0021531334531164374, 0.08181907121842462, 0.0021531334531164374, 0.137800540999452, 0.1679444093430821, 0.0021531334531164374, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.4973359209705505, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.031083495060659407, 0.014330912189341972, 0.05732364875736789, 0.014330912189341972, 0.014330912189341972, 0.014330912189341972, 0.014330912189341972, 0.1003163853253938, 0.2579564194081555, 0.042992736568025915, 0.014330912189341972, 0.014330912189341972, 0.014330912189341972, 0.014330912189341972, 0.3439418925442073, 0.014330912189341972, 0.03685430090154592, 0.03685430090154592, 0.4053973099170051, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.03685430090154592, 0.0144501609950751, 0.0144501609950751, 0.0289003219901502, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.0144501609950751, 0.7369582107488302, 0.0289003219901502, 0.0144501609950751, 0.00665846645701078, 0.00665846645701078, 0.01331693291402156, 0.059926198113097025, 0.06658466457010781, 0.00665846645701078, 0.01997539937103234, 0.00665846645701078, 0.00665846645701078, 0.00665846645701078, 0.00665846645701078, 0.6392127798730349, 0.00665846645701078, 0.00665846645701078, 0.00665846645701078, 0.11319392976918327, 0.00665846645701078, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.7746602458554511, 0.06388950481282071, 0.00798618810160259, 0.03993094050801294, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.00798618810160259, 0.037521989166814144, 0.11256596750044244, 0.037521989166814144, 0.037521989166814144, 0.037521989166814144, 0.037521989166814144, 0.037521989166814144, 0.037521989166814144, 0.30017591333451316, 0.037521989166814144, 0.037521989166814144, 0.037521989166814144, 0.037521989166814144, 0.037521989166814144, 0.03559742360660201, 0.28477938885281606, 0.03559742360660201, 0.03559742360660201, 0.03559742360660201, 0.03559742360660201, 0.03559742360660201, 0.03559742360660201, 0.03559742360660201, 0.14238969442640803, 0.03559742360660201, 0.03559742360660201, 0.03559742360660201, 0.03559742360660201, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.6192660936900501, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.023817926680386545, 0.009934775068277408, 0.052157569108456384, 0.002483693767069352, 0.04222279404017898, 0.01738585636948546, 0.002483693767069352, 0.02732063143776287, 0.002483693767069352, 0.004967387534138704, 0.002483693767069352, 0.10679883198398213, 0.01490216260241611, 0.02732063143776287, 0.012418468835346759, 0.049673875341387036, 0.17882595122899334, 0.062092344176733795, 0.3452334336226399, 0.002483693767069352, 0.004967387534138704, 0.024836937670693518, 0.19666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.49165257586353167, 0.019666103034541266, 0.019666103034541266, 0.019666103034541266, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.40088087896841756, 0.036443716269856145, 0.036443716269856145, 0.036443716269856145, 0.012824250565314865, 0.012824250565314865, 0.10259400452251892, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.5899155260044838, 0.012824250565314865, 0.012824250565314865, 0.012824250565314865, 0.1154182550878338, 0.021614170676415922, 0.021614170676415922, 0.021614170676415922, 0.021614170676415922, 0.021614170676415922, 0.540354266910398, 0.021614170676415922, 0.021614170676415922, 0.021614170676415922, 0.021614170676415922, 0.021614170676415922, 0.021614170676415922, 0.1080708533820796, 0.021614170676415922, 0.021614170676415922, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.4978732941978004, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.029286664364576494, 0.010138749307084038, 0.010138749307084038, 0.04055499722833615, 0.18249748752751266, 0.010138749307084038, 0.010138749307084038, 0.06083249584250422, 0.010138749307084038, 0.010138749307084038, 0.0811099944566723, 0.010138749307084038, 0.010138749307084038, 0.010138749307084038, 0.010138749307084038, 0.010138749307084038, 0.4967987160471178, 0.010138749307084038, 0.029455398351374104, 0.002677763486488555, 0.18208791708122174, 0.03481092532435121, 0.08568843156763375, 0.024099871378396993, 0.002677763486488555, 0.002677763486488555, 0.002677763486488555, 0.002677763486488555, 0.09372172202709941, 0.002677763486488555, 0.002677763486488555, 0.002677763486488555, 0.029455398351374104, 0.4445087387571001, 0.04016645229732832, 0.002677763486488555, 0.00535552697297711, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.01915328125177454, 0.708671406315658, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.6900057988389116, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.01916682774552532, 0.0006661391227228934, 0.025979425786192844, 0.013322782454457869, 0.09725631191754244, 0.0199841736816868, 0.193846484712362, 0.05195885157238569, 0.1825221196260728, 0.10791453788110873, 0.024647147540747056, 0.02931012139980731, 0.013322782454457869, 0.020650312804409696, 0.02531328666346995, 0.0006661391227228934, 0.0006661391227228934, 0.019318034558963908, 0.0706107470086267, 0.012656643331734975, 0.0006661391227228934, 0.06927846876318092, 0.017985756313518123, 0.0013322782454457868, 0.020842248938442463, 0.08503637566884524, 0.0566909171125635, 0.0008336899575376985, 0.02417700876859326, 0.0008336899575376985, 0.0008336899575376985, 0.030012838471357148, 0.0025010698726130954, 0.03668235813165873, 0.04251818783442262, 0.0008336899575376985, 0.17507489108291668, 0.19508345006382144, 0.0008336899575376985, 0.02834545855628175, 0.10421124469221231, 0.0008336899575376985, 0.0008336899575376985, 0.026678078641206353, 0.0008336899575376985, 0.06085936690025199, 0.0008336899575376985, 0.07086364639070437, 0.013339039320603176, 0.02250962885351786, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.5632225742542364, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.026820122583535066, 0.03178772168951743, 0.5086035470322788, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.03178772168951743, 0.011921829335510071, 0.011921829335510071, 0.4172640267428525, 0.011921829335510071, 0.011921829335510071, 0.3695767094008122, 0.011921829335510071, 0.011921829335510071, 0.011921829335510071, 0.03576548800653022, 0.011921829335510071, 0.011921829335510071, 0.011921829335510071, 0.011921829335510071, 0.011921829335510071, 0.011713623138737571, 0.011713623138737571, 0.7848127502954173, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.011713623138737571, 0.0158014255145921, 0.0158014255145921, 0.0158014255145921, 0.0158014255145921, 0.0158014255145921, 0.0158014255145921, 0.0158014255145921, 0.632057020583684, 0.0158014255145921, 0.0158014255145921, 0.1264114041167368, 0.0158014255145921, 0.0158014255145921, 0.021770307282405935, 0.021770307282405935, 0.021770307282405935, 0.021770307282405935, 0.021770307282405935, 0.021770307282405935, 0.021770307282405935, 0.6531092184721781, 0.021770307282405935, 0.021770307282405935, 0.021770307282405935, 0.00873513300859335, 0.004367566504296675, 0.3843458523781075, 0.00873513300859335, 0.004367566504296675, 0.004367566504296675, 0.004367566504296675, 0.004367566504296675, 0.004367566504296675, 0.00873513300859335, 0.013102699512890028, 0.4018161183952942, 0.004367566504296675, 0.013102699512890028, 0.11355672911171356, 0.004367566504296675, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.30060977848876536, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.04294425406982362, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.03849666587468081, 0.3464699928721274, 0.029389705485701925, 0.029389705485701925, 0.029389705485701925, 0.029389705485701925, 0.029389705485701925, 0.5290146987426346, 0.029389705485701925, 0.029389705485701925, 0.029389705485701925, 0.029389705485701925, 0.029389705485701925, 0.029389705485701925, 0.008091430147269004, 0.008091430147269004, 0.008091430147269004, 0.04045715073634502, 0.08091430147269003, 0.3883886470689122, 0.008091430147269004, 0.008091430147269004, 0.008091430147269004, 0.008091430147269004, 0.008091430147269004, 0.008091430147269004, 0.008091430147269004, 0.04045715073634502, 0.008091430147269004, 0.33984006618529816, 0.026188320018489104, 0.026188320018489104, 0.026188320018489104, 0.026188320018489104, 0.20950656014791283, 0.026188320018489104, 0.26188320018489103, 0.026188320018489104, 0.026188320018489104, 0.026188320018489104, 0.13094160009244551, 0.026188320018489104, 0.026188320018489104, 0.026188320018489104, 0.026188320018489104, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.4920995983260619, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.03075622489537887, 0.2617331906320729, 0.012463485268193948, 0.012463485268193948, 0.012463485268193948, 0.16202530848652133, 0.012463485268193948, 0.012463485268193948, 0.012463485268193948, 0.012463485268193948, 0.012463485268193948, 0.012463485268193948, 0.012463485268193948, 0.012463485268193948, 0.3739045580458184, 0.012463485268193948, 0.019078857147585455, 0.3052617143613673, 0.019078857147585455, 0.019078857147585455, 0.019078857147585455, 0.019078857147585455, 0.019078857147585455, 0.019078857147585455, 0.019078857147585455, 0.38157714295170914, 0.019078857147585455, 0.019078857147585455, 0.019078857147585455, 0.01680127409924395, 0.01680127409924395, 0.5712433193742944, 0.01680127409924395, 0.01680127409924395, 0.01680127409924395, 0.01680127409924395, 0.01680127409924395, 0.05040382229773186, 0.01680127409924395, 0.01680127409924395, 0.01680127409924395, 0.11760891869470767, 0.247406821351392, 0.006510705825036631, 0.006510705825036631, 0.019532117475109894, 0.006510705825036631, 0.5273671718279671, 0.006510705825036631, 0.07161776407540295, 0.006510705825036631, 0.026042823300146525, 0.006510705825036631, 0.006510705825036631, 0.019532117475109894, 0.006510705825036631, 0.006510705825036631, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.26191854100717793, 0.03741693442959684, 0.14966773771838737, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.03741693442959684, 0.023834174438015318, 0.023834174438015318, 0.023834174438015318, 0.19067339550412254, 0.023834174438015318, 0.42901513988427575, 0.023834174438015318, 0.023834174438015318, 0.023834174438015318, 0.023834174438015318, 0.023834174438015318, 0.023834174438015318, 0.023834174438015318, 0.023834174438015318, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.19464578008030278, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.048661445020075696, 0.0054889112364515415, 0.13722278091128853, 0.0054889112364515415, 0.0054889112364515415, 0.0054889112364515415, 0.0054889112364515415, 0.0054889112364515415, 0.0054889112364515415, 0.0054889112364515415, 0.0054889112364515415, 0.07684475731032157, 0.0054889112364515415, 0.2909122955319317, 0.4171572539703171, 0.02735376631386247, 0.05470753262772494, 0.02735376631386247, 0.02735376631386247, 0.02735376631386247, 0.02735376631386247, 0.02735376631386247, 0.02735376631386247, 0.02735376631386247, 0.08206129894158741, 0.02735376631386247, 0.02735376631386247, 0.410306494707937, 0.05470753262772494, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.5311880856998762, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.027957267668414533, 0.03663672011964752, 0.29309376095718015, 0.03663672011964752, 0.03663672011964752, 0.07327344023929504, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.03663672011964752, 0.027715583146131845, 0.027715583146131845, 0.027715583146131845, 0.027715583146131845, 0.027715583146131845, 0.027715583146131845, 0.027715583146131845, 0.360302580899714, 0.027715583146131845, 0.027715583146131845, 0.027715583146131845, 0.22172466516905476, 0.01762691894818797, 0.01762691894818797, 0.052880756844563906, 0.01762691894818797, 0.5640614063420151, 0.01762691894818797, 0.10576151368912781, 0.01762691894818797, 0.01762691894818797, 0.01762691894818797, 0.01762691894818797, 0.01762691894818797, 0.01762691894818797, 0.01762691894818797, 0.01762691894818797, 0.01762691894818797, 0.027758881081388347, 0.027758881081388347, 0.027758881081388347, 0.4163832162208252, 0.027758881081388347, 0.13879440540694174, 0.027758881081388347, 0.027758881081388347, 0.027758881081388347, 0.027758881081388347, 0.027758881081388347, 0.027758881081388347, 0.027758881081388347, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.27194555855512115, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.04532425975918686, 0.12219509791177838, 0.30548774477944596, 0.020365849651963062, 0.020365849651963062, 0.10182924825981532, 0.020365849651963062, 0.020365849651963062, 0.020365849651963062, 0.020365849651963062, 0.020365849651963062, 0.020365849651963062, 0.18329264686766758, 0.020365849651963062, 0.020365849651963062, 0.020365849651963062, 0.020365849651963062, 0.020365849651963062, 0.019157116852128127, 0.019157116852128127, 0.019157116852128127, 0.019157116852128127, 0.019157116852128127, 0.019157116852128127, 0.019157116852128127, 0.057471350556384374, 0.019157116852128127, 0.019157116852128127, 0.019157116852128127, 0.019157116852128127, 0.6130277392681001, 0.057471350556384374, 0.1311258084482387, 0.005540527117531213, 0.0018468423725104043, 0.029549477960166468, 0.014774738980083234, 0.0018468423725104043, 0.005540527117531213, 0.0018468423725104043, 0.0018468423725104043, 0.024008950842635258, 0.0018468423725104043, 0.11635106946815547, 0.07018001015539536, 0.011081054235062426, 0.0018468423725104043, 0.10157633048807224, 0.14405370505581155, 0.03139632033267688, 0.11819791184066587, 0.038783689822718494, 0.0018468423725104043, 0.1292789660757283, 0.01292789660757283, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.02706270269559328, 0.5683167566074588, 0.16254099642605105, 0.0027549321428144246, 0.0027549321428144246, 0.024794389285329822, 0.005509864285628849, 0.06887330357036062, 0.0027549321428144246, 0.0027549321428144246, 0.08540289642724716, 0.044078914285030794, 0.011019728571257699, 0.016529592856886547, 0.016529592856886547, 0.0027549321428144246, 0.16254099642605105, 0.0027549321428144246, 0.044078914285030794, 0.0027549321428144246, 0.31957212856647327, 0.011019728571257699, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.03010157886572776, 0.5418284195830997, 0.02601842951200518, 0.02601842951200518, 0.02601842951200518, 0.02601842951200518, 0.02601842951200518, 0.02601842951200518, 0.02601842951200518, 0.07805528853601554, 0.02601842951200518, 0.02601842951200518, 0.02601842951200518, 0.02601842951200518, 0.5203685902401036, 0.024968342140315996, 0.043694598745552996, 0.09363128302618498, 0.006242085535078999, 0.006242085535078999, 0.006242085535078999, 0.06242085535078999, 0.006242085535078999, 0.006242085535078999, 0.006242085535078999, 0.006242085535078999, 0.006242085535078999, 0.18102048051729097, 0.4806405862010829, 0.03745251321047399, 0.006242085535078999, 0.04515919701443261, 0.011289799253608153, 0.18063678805773045, 0.011289799253608153, 0.011289799253608153, 0.011289799253608153, 0.011289799253608153, 0.011289799253608153, 0.011289799253608153, 0.011289799253608153, 0.011289799253608153, 0.3274041783546364, 0.18063678805773045, 0.10160819328247338, 0.011289799253608153, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.37426423836118067, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.037426423836118064, 0.0340581208439442, 0.0340581208439442, 0.0340581208439442, 0.0340581208439442, 0.0340581208439442, 0.0340581208439442, 0.0340581208439442, 0.0340581208439442, 0.44275557097127455, 0.0340581208439442, 0.0340581208439442, 0.4316140550419227, 0.1516481815012161, 0.011665244730862775, 0.0933219578469022, 0.011665244730862775, 0.11665244730862775, 0.011665244730862775, 0.03499573419258833, 0.02333048946172555, 0.011665244730862775, 0.011665244730862775, 0.011665244730862775, 0.011665244730862775, 0.011665244730862775, 0.011665244730862775, 0.011665244730862775, 0.026568305435238075, 0.026568305435238075, 0.05313661087047615, 0.026568305435238075, 0.026568305435238075, 0.026568305435238075, 0.026568305435238075, 0.026568305435238075, 0.026568305435238075, 0.026568305435238075, 0.5313661087047615, 0.026568305435238075, 0.10488421352612562, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.026221053381531405, 0.4982000142490967, 0.026221053381531405, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.664492229221945, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.02076538216318578, 0.04278550474753484, 0.04278550474753484, 0.2139275237376742, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.12835651424260452, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.04278550474753484, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.13367692575821397, 0.013367692575821396, 0.24061846636478512, 0.013367692575821396, 0.41439846985046325, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.013367692575821396, 0.041118422380324454, 0.041118422380324454, 0.24671053428194673, 0.041118422380324454, 0.08223684476064891, 0.041118422380324454, 0.041118422380324454, 0.041118422380324454, 0.041118422380324454, 0.041118422380324454, 0.041118422380324454, 0.041118422380324454, 0.041118422380324454, 0.041118422380324454, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.44596983400604745, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03430537184661903, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.3619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.03619219733373099, 0.02702050311409306, 0.02702050311409306, 0.02702050311409306, 0.02702050311409306, 0.02702050311409306, 0.5944510685100473, 0.02702050311409306, 0.02702050311409306, 0.02702050311409306, 0.02702050311409306, 0.02702050311409306, 0.010764033029706603, 0.021528066059413205, 0.010764033029706603, 0.010764033029706603, 0.010764033029706603, 0.3875051890694377, 0.010764033029706603, 0.26910082574266503, 0.010764033029706603, 0.07534823120794622, 0.010764033029706603, 0.010764033029706603, 0.010764033029706603, 0.10764033029706602, 0.009363964924617534, 0.009363964924617534, 0.009363964924617534, 0.009363964924617534, 0.009363964924617534, 0.009363964924617534, 0.06554775447232274, 0.009363964924617534, 0.14045947386926302, 0.2434630880400559, 0.009363964924617534, 0.009363964924617534, 0.40265049175855394, 0.009363964924617534, 0.009363964924617534, 0.009363964924617534, 0.01751047473438314, 0.01751047473438314, 0.01751047473438314, 0.6653980399065592, 0.01751047473438314, 0.03502094946876628, 0.01751047473438314, 0.01751047473438314, 0.01751047473438314, 0.01751047473438314, 0.01751047473438314, 0.01751047473438314, 0.052531424203149414, 0.01751047473438314, 0.01751047473438314, 0.01751047473438314, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.41219423984162806, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.034349519986802336, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.5471630952245987, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.028798057643399932, 0.01580635415890735, 0.04741906247672205, 0.01580635415890735, 0.01580635415890735, 0.6954795829919234, 0.01580635415890735, 0.01580635415890735, 0.01580635415890735, 0.01580635415890735, 0.01580635415890735, 0.01580635415890735, 0.01580635415890735, 0.01580635415890735, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.4313321987329397, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.03594434989441164, 0.006494363858750812, 0.02597745543500325, 0.006494363858750812, 0.006494363858750812, 0.006494363858750812, 0.006494363858750812, 0.006494363858750812, 0.006494363858750812, 0.006494363858750812, 0.006494363858750812, 0.5130547448413141, 0.04546054701125568, 0.006494363858750812, 0.31822382907878977, 0.006494363858750812, 0.006494363858750812, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.6543999344156242, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.020449997950488255, 0.017718749576999985, 0.24806249407799982, 0.017718749576999985, 0.017718749576999985, 0.017718749576999985, 0.017718749576999985, 0.017718749576999985, 0.017718749576999985, 0.017718749576999985, 0.49612498815599965, 0.017718749576999985, 0.017718749576999985, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.025937137804836502, 0.570617031706403, 0.025937137804836502, 0.025937137804836502, 0.020351186058168755, 0.2849166048143626, 0.020351186058168755, 0.020351186058168755, 0.020351186058168755, 0.16280948846535004, 0.020351186058168755, 0.020351186058168755, 0.020351186058168755, 0.020351186058168755, 0.020351186058168755, 0.2645654187561938, 0.020351186058168755, 0.022053145108834094, 0.022053145108834094, 0.022053145108834094, 0.5733817728296865, 0.022053145108834094, 0.022053145108834094, 0.022053145108834094, 0.022053145108834094, 0.022053145108834094, 0.022053145108834094, 0.022053145108834094, 0.08821258043533638, 0.022053145108834094, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.5703793071048278, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.023765804462701157, 0.04753160892540231, 0.007670839617904698, 0.007670839617904698, 0.007670839617904698, 0.04602503770742819, 0.007670839617904698, 0.007670839617904698, 0.007670839617904698, 0.4909337355459007, 0.007670839617904698, 0.007670839617904698, 0.007670839617904698, 0.007670839617904698, 0.007670839617904698, 0.3528586224236161, 0.015969911938894382, 0.015969911938894382, 0.015969911938894382, 0.015969911938894382, 0.015969911938894382, 0.015969911938894382, 0.5589469178613033, 0.015969911938894382, 0.015969911938894382, 0.015969911938894382, 0.015969911938894382, 0.06387964775557753, 0.14372920745004944, 0.015969911938894382, 0.10281368407318883, 0.012851710509148604, 0.012851710509148604, 0.012851710509148604, 0.012851710509148604, 0.012851710509148604, 0.051406842036594416, 0.012851710509148604, 0.012851710509148604, 0.21847907865552627, 0.012851710509148604, 0.012851710509148604, 0.012851710509148604, 0.012851710509148604, 0.43695815731105253, 0.012851710509148604, 0.013326977875398922, 0.013326977875398922, 0.039980933626196764, 0.013326977875398922, 0.013326977875398922, 0.013326977875398922, 0.039980933626196764, 0.013326977875398922, 0.0666348893769946, 0.013326977875398922, 0.013326977875398922, 0.679675871645345, 0.018732615920974274, 0.6931067890760482, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.018732615920974274, 0.023592712821428028, 0.6370032461785567, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.023592712821428028, 0.015406270094621366, 0.005135423364873789, 0.030812540189242732, 0.005135423364873789, 0.03594796355411652, 0.1386564308515923, 0.025677116824368944, 0.05648965701361168, 0.005135423364873789, 0.010270846729747578, 0.16946897104083503, 0.08730219720285441, 0.030812540189242732, 0.03594796355411652, 0.005135423364873789, 0.005135423364873789, 0.10270846729747578, 0.005135423364873789, 0.030812540189242732, 0.15406270094621366, 0.005135423364873789, 0.030812540189242732, 0.031192408282073886, 0.031192408282073886, 0.15596204141036943, 0.031192408282073886, 0.031192408282073886, 0.031192408282073886, 0.031192408282073886, 0.031192408282073886, 0.031192408282073886, 0.031192408282073886, 0.031192408282073886, 0.031192408282073886, 0.37430889938488665, 0.026611944699822965, 0.026611944699822965, 0.026611944699822965, 0.026611944699822965, 0.13305972349911482, 0.026611944699822965, 0.026611944699822965, 0.42579111519716745, 0.026611944699822965, 0.026611944699822965, 0.026611944699822965, 0.026611944699822965, 0.026611944699822965, 0.026611944699822965, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.7131502269119103, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.01782875567279776, 0.016067528080313583, 0.008033764040156792, 0.04016882020078396, 0.016067528080313583, 0.008033764040156792, 0.04820258424094075, 0.008033764040156792, 0.008033764040156792, 0.032135056160627166, 0.008033764040156792, 0.008033764040156792, 0.06427011232125433, 0.008033764040156792, 0.008033764040156792, 0.008033764040156792, 0.6828699434133273, 0.008033764040156792, 0.008033764040156792, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.32541003547836284, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.040676254434795354, 0.02304029698443844, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.7488096519942493, 0.01152014849221922, 0.01152014849221922, 0.01152014849221922, 0.03456044547665766, 0.03456044547665766, 0.013807454202991513, 0.013807454202991513, 0.013807454202991513, 0.2209192672478642, 0.013807454202991513, 0.013807454202991513, 0.013807454202991513, 0.013807454202991513, 0.4004161718867539, 0.013807454202991513, 0.013807454202991513, 0.013807454202991513, 0.12426708782692361, 0.013807454202991513, 0.013807454202991513, 0.04142236260897454, 0.013807454202991513, 0.0650326144831035, 0.0216775381610345, 0.1083876908051725, 0.0216775381610345, 0.0216775381610345, 0.0216775381610345, 0.130065228966207, 0.0216775381610345, 0.0216775381610345, 0.0216775381610345, 0.0216775381610345, 0.0216775381610345, 0.303485534254483, 0.0216775381610345, 0.0216775381610345, 0.086710152644138, 0.035532434108314935, 0.07106486821662987, 0.035532434108314935, 0.2487270387582045, 0.035532434108314935, 0.035532434108314935, 0.1065973023249448, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.035532434108314935, 0.007279623569018887, 0.6042087562285677, 0.014559247138037775, 0.007279623569018887, 0.007279623569018887, 0.2766256956227177, 0.007279623569018887, 0.007279623569018887, 0.007279623569018887, 0.007279623569018887, 0.007279623569018887, 0.007279623569018887, 0.007279623569018887, 0.007279623569018887, 0.5756840345394895, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.027413525454261404, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.012739454650102336, 0.7898461883063448, 0.029443065555179802, 0.3238737211069778, 0.029443065555179802, 0.029443065555179802, 0.029443065555179802, 0.029443065555179802, 0.029443065555179802, 0.029443065555179802, 0.029443065555179802, 0.029443065555179802, 0.029443065555179802, 0.2061014588862586, 0.029443065555179802, 0.029443065555179802, 0.0211387843922897, 0.0211387843922897, 0.0211387843922897, 0.0211387843922897, 0.0211387843922897, 0.0211387843922897, 0.6764411005532704, 0.0211387843922897, 0.0211387843922897, 0.0211387843922897, 0.0211387843922897, 0.0211387843922897, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.7316087153647709, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.016627470803744795, 0.011544545184488187, 0.011544545184488187, 0.369425445903622, 0.011544545184488187, 0.011544545184488187, 0.023089090368976373, 0.011544545184488187, 0.011544545184488187, 0.011544545184488187, 0.011544545184488187, 0.034633635553464555, 0.011544545184488187, 0.011544545184488187, 0.4040590814570865, 0.011544545184488187, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.025338214989898248, 0.5321025147878632, 0.07601464496969475, 0.030182197083269087, 0.030182197083269087, 0.030182197083269087, 0.3923685620824981, 0.030182197083269087, 0.030182197083269087, 0.030182197083269087, 0.030182197083269087, 0.030182197083269087, 0.030182197083269087, 0.09054659124980725, 0.030182197083269087, 0.030182197083269087, 0.060364394166538174, 0.030182197083269087, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.0375290127755542, 0.02611019451824661, 0.02611019451824661, 0.6005344739196721, 0.02611019451824661, 0.02611019451824661, 0.02611019451824661, 0.02611019451824661, 0.02611019451824661, 0.02611019451824661, 0.02611019451824661, 0.02611019451824661, 0.03133031086786052, 0.03133031086786052, 0.21931217607502362, 0.03133031086786052, 0.03133031086786052, 0.03133031086786052, 0.03133031086786052, 0.03133031086786052, 0.21931217607502362, 0.06266062173572104, 0.03133031086786052, 0.03133031086786052, 0.06266062173572104, 0.052012641399591615, 0.19071301846516928, 0.008668773566598603, 0.008668773566598603, 0.026006320699795808, 0.008668773566598603, 0.2774007541311553, 0.008668773566598603, 0.008668773566598603, 0.06068141496619022, 0.03467509426639441, 0.008668773566598603, 0.008668773566598603, 0.008668773566598603, 0.008668773566598603, 0.10402528279918323, 0.15603792419877485, 0.012506393519082613, 0.012506393519082613, 0.012506393519082613, 0.06253196759541306, 0.5752941018778002, 0.012506393519082613, 0.012506393519082613, 0.012506393519082613, 0.07503836111449567, 0.012506393519082613, 0.012506393519082613, 0.012506393519082613, 0.03751918055724784, 0.05002557407633045, 0.012506393519082613, 0.012506393519082613, 0.03751918055724784, 0.027315520201086442, 0.027315520201086442, 0.027315520201086442, 0.027315520201086442, 0.5189948838206424, 0.027315520201086442, 0.027315520201086442, 0.054631040402172884, 0.027315520201086442, 0.027315520201086442, 0.027315520201086442, 0.027315520201086442, 0.027315520201086442, 0.027315520201086442, 0.027315520201086442, 0.07618057225648639, 0.013331600144885119, 0.5104098341184589, 0.01714062875770944, 0.01714062875770944, 0.00190451430641216, 0.03618577182183104, 0.00190451430641216, 0.07618057225648639, 0.024758685983358078, 0.00190451430641216, 0.00190451430641216, 0.16950177327068222, 0.00190451430641216, 0.04189931474106752, 0.06431621534531236, 0.6332673510923063, 0.01978960472163457, 0.02473700590204321, 0.0024737005902043213, 0.0074211017706129635, 0.0024737005902043213, 0.0024737005902043213, 0.06678991593551667, 0.014842203541225927, 0.0024737005902043213, 0.0024737005902043213, 0.0024737005902043213, 0.037105508853064816, 0.014842203541225927, 0.09647432301796853, 0.007955887188250216, 0.023867661564750644, 0.007955887188250216, 0.08751475907075236, 0.007955887188250216, 0.007955887188250216, 0.22276484127100601, 0.007955887188250216, 0.007955887188250216, 0.11933830782375322, 0.007955887188250216, 0.055691210317751504, 0.04773532312950129, 0.007955887188250216, 0.06364709750600173, 0.007955887188250216, 0.2864119387770077, 0.00849501368253055, 0.00849501368253055, 0.05946509577771386, 0.00849501368253055, 0.00849501368253055, 0.00849501368253055, 0.00849501368253055, 0.00849501368253055, 0.00849501368253055, 0.0169900273650611, 0.00849501368253055, 0.05946509577771386, 0.00849501368253055, 0.00849501368253055, 0.00849501368253055, 0.025485041047591653, 0.00849501368253055, 0.04247506841265276, 0.00849501368253055, 0.6880961082849747, 0.01641727281195601, 0.01641727281195601, 0.01641727281195601, 0.1641727281195601, 0.01641727281195601, 0.04925181843586803, 0.01641727281195601, 0.01641727281195601, 0.08208636405978005, 0.01641727281195601, 0.08208636405978005, 0.01641727281195601, 0.01641727281195601, 0.36118000186303223, 0.04925181843586803, 0.020253873772619047, 0.3645697279071428, 0.020253873772619047, 0.020253873772619047, 0.1822848639535714, 0.020253873772619047, 0.020253873772619047, 0.020253873772619047, 0.020253873772619047, 0.10126936886309523, 0.020253873772619047, 0.020253873772619047, 0.020253873772619047, 0.020253873772619047, 0.06076162131785714, 0.020253873772619047, 0.018667728792027025, 0.018667728792027025, 0.018667728792027025, 0.018667728792027025, 0.018667728792027025, 0.690705965305, 0.018667728792027025, 0.018667728792027025, 0.018667728792027025, 0.018667728792027025, 0.018667728792027025, 0.018667728792027025, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.7256662287995517, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.01769917631218419, 0.012279598310711064, 0.012279598310711064, 0.012279598310711064, 0.012279598310711064, 0.049118393242844255, 0.14735517972853276, 0.012279598310711064, 0.012279598310711064, 0.012279598310711064, 0.012279598310711064, 0.012279598310711064, 0.012279598310711064, 0.061397991553555326, 0.4911839324284426, 0.012279598310711064, 0.07367758986426638, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.06546221715929965, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.03273110857964982, 0.3927733029557978, 0.025074971791500433, 0.0752249153745013, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.5014994358300087, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.025074971791500433, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.40773927687895395, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.03397827307324616, 0.005787666282201747, 0.005787666282201747, 0.04051366397541223, 0.011575332564403493, 0.017362998846605242, 0.09260266051522795, 0.10417799307963144, 0.005787666282201747, 0.005787666282201747, 0.1852053210304559, 0.005787666282201747, 0.005787666282201747, 0.046301330257613973, 0.005787666282201747, 0.3067463129566926, 0.12732865820843842, 0.011575332564403493, 0.0047671488626088165, 0.0047671488626088165, 0.16685021019130858, 0.0047671488626088165, 0.0047671488626088165, 0.0047671488626088165, 0.7579766691548019, 0.0047671488626088165, 0.0047671488626088165, 0.0047671488626088165, 0.0047671488626088165, 0.0047671488626088165, 0.0047671488626088165, 0.0047671488626088165, 0.026153256261375872, 0.026153256261375872, 0.052306512522751744, 0.026153256261375872, 0.026153256261375872, 0.5492183814888933, 0.026153256261375872, 0.026153256261375872, 0.026153256261375872, 0.026153256261375872, 0.026153256261375872, 0.026153256261375872, 0.026153256261375872, 0.44554963411021403, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.03427304877770877, 0.1402269745908539, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.5433795265395589, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.052585115471570215, 0.017528371823856737, 0.017528371823856737, 0.017528371823856737, 0.0759035981288408, 0.0646586206282718, 0.0028112443751422515, 0.0028112443751422515, 0.0028112443751422515, 0.0028112443751422515, 0.01686746625085351, 0.0028112443751422515, 0.0028112443751422515, 0.2755019487639407, 0.01686746625085351, 0.005622488750284503, 0.07309235375369855, 0.07028110937855629, 0.011244977500569006, 0.2445782606373759, 0.08433733125426755, 0.0028112443751422515, 0.03935742125199152, 0.05126054768762112, 0.003417369845841408, 0.003417369845841408, 0.05126054768762112, 0.010252109537524224, 0.006834739691682816, 0.21871167013385012, 0.003417369845841408, 0.09226898583771802, 0.003417369845841408, 0.003417369845841408, 0.06493002707098675, 0.05467791753346253, 0.003417369845841408, 0.003417369845841408, 0.006834739691682816, 0.40324964180928613, 0.005051394401002746, 0.005051394401002746, 0.06566812721303569, 0.005051394401002746, 0.005051394401002746, 0.005051394401002746, 0.5202936233032828, 0.005051394401002746, 0.005051394401002746, 0.005051394401002746, 0.03535976080701922, 0.005051394401002746, 0.28287808645615375, 0.025256972005013728, 0.023593420324765045, 0.023593420324765045, 0.11796710162382523, 0.023593420324765045, 0.023593420324765045, 0.023593420324765045, 0.519055247144831, 0.023593420324765045, 0.023593420324765045, 0.023593420324765045, 0.023593420324765045, 0.023593420324765045, 0.023593420324765045, 0.023593420324765045, 0.004916132562571544, 0.004916132562571544, 0.004916132562571544, 0.3244647491297219, 0.004916132562571544, 0.004916132562571544, 0.004916132562571544, 0.004916132562571544, 0.5211100516325836, 0.02458066281285772, 0.004916132562571544, 0.004916132562571544, 0.054077458188286985, 0.004916132562571544, 0.08060263352988813, 0.002370665692055533, 0.002370665692055533, 0.002370665692055533, 0.002370665692055533, 0.787061009762437, 0.002370665692055533, 0.002370665692055533, 0.002370665692055533, 0.002370665692055533, 0.002370665692055533, 0.009482662768222133, 0.002370665692055533, 0.002370665692055533, 0.002370665692055533, 0.09008529629811025, 0.002370665692055533, 0.0204629803516039, 0.0204629803516039, 0.0204629803516039, 0.0204629803516039, 0.22509278386764292, 0.0204629803516039, 0.22509278386764292, 0.0204629803516039, 0.0204629803516039, 0.0204629803516039, 0.0204629803516039, 0.0204629803516039, 0.20462980351603902, 0.0204629803516039, 0.0204629803516039, 0.0204629803516039, 0.0204629803516039, 0.11692376273983486, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.6377659785809174, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.010629432976348625, 0.085035463810789, 0.2555772221262487, 0.0025304675458044427, 0.012652337729022214, 0.0025304675458044427, 0.0025304675458044427, 0.16194992293148433, 0.0025304675458044427, 0.06832262373671995, 0.1062796369237866, 0.0354265456412622, 0.0025304675458044427, 0.0025304675458044427, 0.10374916937798215, 0.0025304675458044427, 0.0025304675458044427, 0.0025304675458044427, 0.12146244219861325, 0.1062796369237866, 0.18973317162031766, 0.005929161613134927, 0.005929161613134927, 0.005929161613134927, 0.01778748483940478, 0.005929161613134927, 0.13044155548896838, 0.005929161613134927, 0.023716646452539708, 0.005929161613134927, 0.005929161613134927, 0.18973317162031766, 0.005929161613134927, 0.05929161613134927, 0.005929161613134927, 0.26088311097793676, 0.07114993935761912, 0.003715716630946373, 0.27867874732097797, 0.059451466095141965, 0.003715716630946373, 0.007431433261892746, 0.003715716630946373, 0.003715716630946373, 0.003715716630946373, 0.003715716630946373, 0.003715716630946373, 0.003715716630946373, 0.018578583154731865, 0.022294299785678238, 0.003715716630946373, 0.007431433261892746, 0.248953014273407, 0.003715716630946373, 0.10404006566649844, 0.20808013133299688, 0.003715716630946373, 0.015802783378646587, 0.015802783378646587, 0.015802783378646587, 0.015802783378646587, 0.015802783378646587, 0.015802783378646587, 0.726928035417743, 0.015802783378646587, 0.031605566757293174, 0.015802783378646587, 0.015802783378646587, 0.015802783378646587, 0.015802783378646587, 0.059562383205956373, 0.029781191602978187, 0.08934357480893457, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.2680307244268037, 0.08934357480893457, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.029781191602978187, 0.059562383205956373, 0.15900241007741162, 0.006913148264235287, 0.062218334378117586, 0.006913148264235287, 0.006913148264235287, 0.013826296528470575, 0.006913148264235287, 0.006913148264235287, 0.13134981702047047, 0.0553051861138823, 0.2765259305694115, 0.006913148264235287, 0.0553051861138823, 0.006913148264235287, 0.006913148264235287, 0.006913148264235287, 0.006913148264235287, 0.15208926181317634, 0.018587583016070098, 0.018587583016070098, 0.018587583016070098, 0.018587583016070098, 0.018587583016070098, 0.1301130811124907, 0.1301130811124907, 0.0557627490482103, 0.1115254980964206, 0.018587583016070098, 0.018587583016070098, 0.018587583016070098, 0.018587583016070098, 0.3159889112731917, 0.20384067350335172, 0.025480084187918965, 0.08493361395972988, 0.05945352977181092, 0.008493361395972988, 0.04246680697986494, 0.04246680697986494, 0.008493361395972988, 0.05945352977181092, 0.008493361395972988, 0.008493361395972988, 0.008493361395972988, 0.016986722791945977, 0.008493361395972988, 0.008493361395972988, 0.008493361395972988, 0.2802809260671086, 0.008493361395972988, 0.033973445583891954, 0.008493361395972988, 0.04246680697986494, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.5098427642057817, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.029990750835634218, 0.02302087875951299, 0.02302087875951299, 0.02302087875951299, 0.02302087875951299, 0.29927142387366884, 0.02302087875951299, 0.02302087875951299, 0.02302087875951299, 0.04604175751902598, 0.02302087875951299, 0.29927142387366884, 0.02302087875951299, 0.02302087875951299, 0.02302087875951299, 0.02302087875951299, 0.015237878085239862, 0.015237878085239862, 0.07618939042619931, 0.3961848302162364, 0.04571363425571959, 0.015237878085239862, 0.015237878085239862, 0.10666514659667903, 0.015237878085239862, 0.015237878085239862, 0.015237878085239862, 0.1219030246819189, 0.04571363425571959, 0.015237878085239862, 0.015237878085239862, 0.004685409439369724, 0.004685409439369724, 0.004685409439369724, 0.763721738617265, 0.004685409439369724, 0.004685409439369724, 0.05622491327243669, 0.004685409439369724, 0.004685409439369724, 0.004685409439369724, 0.10307900766613394, 0.014056228318109173, 0.009110791218445803, 0.009110791218445803, 0.12755107705824126, 0.009110791218445803, 0.009110791218445803, 0.009110791218445803, 0.07288632974756643, 0.009110791218445803, 0.009110791218445803, 0.6195338028543147, 0.009110791218445803, 0.009110791218445803, 0.02733237365533741, 0.009110791218445803, 0.009110791218445803, 0.015517383831934068, 0.015517383831934068, 0.015517383831934068, 0.015517383831934068, 0.015517383831934068, 0.015517383831934068, 0.015517383831934068, 0.015517383831934068, 0.7603518077647693, 0.015517383831934068, 0.015517383831934068, 0.015517383831934068, 0.0010972153834203583, 0.0789995076062658, 0.023041523051827523, 0.0263331692020886, 0.10204103065809332, 0.015361015367885016, 0.012069369217623941, 0.016458230751305373, 0.0010972153834203583, 0.02523595381866824, 0.08997166144046938, 0.053763553787597555, 0.15909623059595196, 0.00658329230052215, 0.021944307668407166, 0.12179090755965977, 0.0010972153834203583, 0.0010972153834203583, 0.0010972153834203583, 0.023041523051827523, 0.08887444605704901, 0.015361015367885016, 0.0010972153834203583, 0.07680507683942507, 0.03730532303629218, 0.036665825610544024, 0.4033240817159843, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.036665825610544024, 0.013279251710329473, 0.09295476197230632, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.013279251710329473, 0.7038003406474621, 0.004977535630828091, 0.004977535630828091, 0.004977535630828091, 0.42806806425121585, 0.004977535630828091, 0.004977535630828091, 0.004977535630828091, 0.004977535630828091, 0.004977535630828091, 0.004977535630828091, 0.004977535630828091, 0.004977535630828091, 0.4977535630828091, 0.009828510633579878, 0.009828510633579878, 0.019657021267159756, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.029485531900739635, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.009828510633579878, 0.8157663825871299, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.04884634360833738, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.01628211453611246, 0.0814105726805623, 0.01628211453611246, 0.6187203523722735, 0.010308094511286982, 0.010308094511286982, 0.010308094511286982, 0.020616189022573964, 0.7834151828578106, 0.010308094511286982, 0.010308094511286982, 0.010308094511286982, 0.010308094511286982, 0.010308094511286982, 0.010308094511286982, 0.010308094511286982, 0.010308094511286982, 0.030924283533860945, 0.010308094511286982, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.6921311124032621, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.018706246281169247, 0.4964982624974308, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.031031141406089424, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.5369500490330629, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.028260528896476993, 0.025157361550230028, 0.838578718341001, 0.00838578718341001, 0.00838578718341001, 0.00838578718341001, 0.00838578718341001, 0.00838578718341001, 0.00838578718341001, 0.00838578718341001, 0.00838578718341001, 0.00838578718341001, 0.01677157436682002, 0.00838578718341001, 0.00838578718341001, 0.03699617945948333, 0.03917242531004118, 0.5505902001911342, 0.002176245850557843, 0.002176245850557843, 0.002176245850557843, 0.002176245850557843, 0.002176245850557843, 0.002176245850557843, 0.002176245850557843, 0.002176245850557843, 0.002176245850557843, 0.06963986721785098, 0.1566897012401647, 0.0761686047695245, 0.04787740871227255, 0.010034491475561494, 0.010034491475561494, 0.010034491475561494, 0.7525868606671121, 0.010034491475561494, 0.010034491475561494, 0.010034491475561494, 0.010034491475561494, 0.010034491475561494, 0.04013796590224598, 0.010034491475561494, 0.010034491475561494, 0.050172457377807476, 0.010034491475561494, 0.010034491475561494, 0.00536105191674187, 0.00536105191674187, 0.02144420766696748, 0.15547050558551426, 0.00536105191674187, 0.00536105191674187, 0.00536105191674187, 0.1286652460018049, 0.06433262300090245, 0.00536105191674187, 0.5682715031746383, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.34899807297522834, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.03877756366391426, 0.5632951850477557, 0.007612097095239941, 0.007612097095239941, 0.007612097095239941, 0.15985403900003875, 0.007612097095239941, 0.007612097095239941, 0.0380604854761997, 0.06089677676191953, 0.007612097095239941, 0.007612097095239941, 0.06089677676191953, 0.02283629128571982, 0.007612097095239941, 0.007612097095239941, 0.05959633219589463, 0.0037247707622434143, 0.018623853811217072, 0.0037247707622434143, 0.018623853811217072, 0.029798166097947314, 0.08939449829384194, 0.0037247707622434143, 0.0037247707622434143, 0.0037247707622434143, 0.0037247707622434143, 0.04469724914692097, 0.018623853811217072, 0.014899083048973657, 0.0037247707622434143, 0.09311926905608535, 0.0037247707622434143, 0.5177431359518345, 0.0037247707622434143, 0.0037247707622434143, 0.05587156143365121, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.5973261132682206, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.022974081279546945, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.5481516537044856, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.02740758268522428, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.4819810239153551, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.032132068261023675, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.5248331756169812, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.02915739864538784, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.6185380502375319, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.021328898284052825, 0.04265779656810565, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.0517464069380617, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.02587320346903085, 0.5433372728496478, 0.02587320346903085, 0.02587320346903085, 0.006325446640721819, 0.48705939133558, 0.006325446640721819, 0.006325446640721819, 0.006325446640721819, 0.018976339922165457, 0.006325446640721819, 0.006325446640721819, 0.006325446640721819, 0.006325446640721819, 0.006325446640721819, 0.006325446640721819, 0.4048285850061964, 0.006325446640721819, 0.006325446640721819, 0.01956073583532864, 0.23472883002394365, 0.01956073583532864, 0.01956073583532864, 0.01956073583532864, 0.01956073583532864, 0.01956073583532864, 0.01956073583532864, 0.01956073583532864, 0.01956073583532864, 0.01956073583532864, 0.2934110375299296, 0.1564858866826291, 0.026287134998271167, 0.026287134998271167, 0.39430702497406755, 0.052574269996542335, 0.026287134998271167, 0.13143567499135583, 0.026287134998271167, 0.026287134998271167, 0.026287134998271167, 0.026287134998271167, 0.026287134998271167, 0.026287134998271167, 0.026287134998271167, 0.052574269996542335, 0.0018864232339029408, 0.0018864232339029408, 0.060365543484894105, 0.013204962637320586, 0.2131658254310323, 0.028296348508544112, 0.018864232339029407, 0.0018864232339029408, 0.0018864232339029408, 0.0018864232339029408, 0.016977809105126467, 0.02640992527464117, 0.42255880439425875, 0.13393604960710878, 0.0018864232339029408, 0.016977809105126467, 0.0018864232339029408, 0.018864232339029407, 0.0018864232339029408, 0.011318539403417644, 0.03235304774363452, 0.0021568698495756343, 0.004313739699151269, 0.29980490909101315, 0.0021568698495756343, 0.021568698495756343, 0.006470609548726903, 0.0021568698495756343, 0.03450991759321015, 0.0021568698495756343, 0.10137288293005481, 0.11862784172665988, 0.0021568698495756343, 0.010784349247878171, 0.05823548593854213, 0.09490227338132791, 0.01941182864618071, 0.0021568698495756343, 0.15529462916944567, 0.0021568698495756343, 0.023725568345331977, 0.026500462349426795, 0.026500462349426795, 0.026500462349426795, 0.026500462349426795, 0.07950138704828039, 0.026500462349426795, 0.026500462349426795, 0.026500462349426795, 0.026500462349426795, 0.026500462349426795, 0.026500462349426795, 0.026500462349426795, 0.5035087846391091, 0.026500462349426795, 0.02534289149319792, 0.02534289149319792, 0.6082293958367501, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.02534289149319792, 0.03620667695004137, 0.004022964105560152, 0.012068892316680456, 0.004022964105560152, 0.004022964105560152, 0.03218371284448122, 0.004022964105560152, 0.004022964105560152, 0.3741356618170941, 0.004022964105560152, 0.34195194897261294, 0.004022964105560152, 0.004022964105560152, 0.004022964105560152, 0.004022964105560152, 0.004022964105560152, 0.004022964105560152, 0.004022964105560152, 0.1448267078001655, 0.007218956891512751, 0.007218956891512751, 0.007218956891512751, 0.08662748269815301, 0.2526634912029463, 0.007218956891512751, 0.5486407237549691, 0.007218956891512751, 0.007218956891512751, 0.007218956891512751, 0.007218956891512751, 0.007218956891512751, 0.007218956891512751, 0.02691572988193638, 0.29270856246605814, 0.03028019611717843, 0.010093398705726144, 0.0033644662352420476, 0.0033644662352420476, 0.0033644662352420476, 0.04710252729338867, 0.0033644662352420476, 0.0033644662352420476, 0.2758862312898479, 0.0033644662352420476, 0.27925069752508996, 0.0033644662352420476, 0.0033644662352420476, 0.01603484694856153, 0.3206969389712306, 0.01603484694856153, 0.01603484694856153, 0.01603484694856153, 0.01603484694856153, 0.01603484694856153, 0.01603484694856153, 0.4329408676111613, 0.01603484694856153, 0.01603484694856153, 0.01603484694856153, 0.01603484694856153, 0.01603484694856153, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.7183492336692714, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.017520713016323693, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.0361653271895544, 0.4339839262746528, 0.0361653271895544, 0.02324704652582739, 0.007749015508609129, 0.007749015508609129, 0.061992124068873035, 0.007749015508609129, 0.061992124068873035, 0.007749015508609129, 0.02324704652582739, 0.007749015508609129, 0.02324704652582739, 0.007749015508609129, 0.030996062034436517, 0.007749015508609129, 0.038745077543045646, 0.038745077543045646, 0.007749015508609129, 0.5889251786542938, 0.007749015508609129, 0.007749015508609129, 0.007749015508609129, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.0337498819392247, 0.4049985832706964, 0.0337498819392247, 0.0674997638784494, 0.0337498819392247, 0.0337498819392247, 0.009402308812938938, 0.009402308812938938, 0.009402308812938938, 0.09402308812938939, 0.009402308812938938, 0.009402308812938938, 0.009402308812938938, 0.009402308812938938, 0.37609235251755757, 0.009402308812938938, 0.009402308812938938, 0.009402308812938938, 0.009402308812938938, 0.3854946613304965, 0.010994693300370563, 0.010994693300370563, 0.010994693300370563, 0.010994693300370563, 0.010994693300370563, 0.010994693300370563, 0.7366444511248278, 0.010994693300370563, 0.09895223970333507, 0.010994693300370563, 0.010994693300370563, 0.06860590009611724, 0.011434316682686206, 0.011434316682686206, 0.011434316682686206, 0.011434316682686206, 0.011434316682686206, 0.011434316682686206, 0.011434316682686206, 0.011434316682686206, 0.3658981338459586, 0.011434316682686206, 0.011434316682686206, 0.3773324505286448, 0.011434316682686206, 0.011434316682686206, 0.011434316682686206, 0.032892169357150544, 0.032892169357150544, 0.032892169357150544, 0.032892169357150544, 0.4604903710001076, 0.032892169357150544, 0.032892169357150544, 0.032892169357150544, 0.032892169357150544, 0.032892169357150544, 0.032892169357150544, 0.032892169357150544, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.6234536192506128, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.023978985355792803, 0.016777219634676085, 0.016777219634676085, 0.016777219634676085, 0.016777219634676085, 0.6207571264830152, 0.016777219634676085, 0.13421775707740868, 0.016777219634676085, 0.016777219634676085, 0.016777219634676085, 0.016777219634676085, 0.016777219634676085, 0.06917915286755563, 0.4842540700728894, 0.009882736123936519, 0.07906188899149215, 0.029648208371809558, 0.009882736123936519, 0.009882736123936519, 0.009882736123936519, 0.009882736123936519, 0.009882736123936519, 0.009882736123936519, 0.009882736123936519, 0.19765472247873037, 0.009882736123936519, 0.009882736123936519, 0.009262124643727528, 0.009262124643727528, 0.842853342579205, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.009262124643727528, 0.022431716154829955, 0.022431716154829955, 0.04486343230965991, 0.022431716154829955, 0.1570220130838097, 0.022431716154829955, 0.022431716154829955, 0.022431716154829955, 0.022431716154829955, 0.1570220130838097, 0.2916123100127894, 0.022431716154829955, 0.022431716154829955, 0.022431716154829955, 0.022431716154829955, 0.022431716154829955, 0.029974083700024988, 0.029974083700024988, 0.029974083700024988, 0.029974083700024988, 0.029974083700024988, 0.029974083700024988, 0.029974083700024988, 0.029974083700024988, 0.029974083700024988, 0.5395335066004497, 0.029974083700024988, 0.029974083700024988, 0.02239423103381771, 0.001866185919484809, 0.07651362269887717, 0.007464743677939236, 0.11010496924960374, 0.01679567327536328, 0.04292227614815061, 0.001866185919484809, 0.001866185919484809, 0.001866185919484809, 0.001866185919484809, 0.026126602872787327, 0.052253205745574655, 0.011197115516908855, 0.001866185919484809, 0.615841353429987, 0.001866185919484809, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.030807068075218904, 0.46210602112828353, 0.030807068075218904, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.6518577378193072, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.021027668961913135, 0.08962391815298085, 0.005271995185469462, 0.005271995185469462, 0.005271995185469462, 0.005271995185469462, 0.005271995185469462, 0.03690396629828623, 0.005271995185469462, 0.005271995185469462, 0.03163197111281677, 0.04217596148375569, 0.005271995185469462, 0.005271995185469462, 0.10543990370938924, 0.2530557689025342, 0.005271995185469462, 0.09489591333845031, 0.03690396629828623, 0.015815985556408386, 0.21615180260424793, 0.005271995185469462, 0.006030623881650352, 0.006030623881650352, 0.030153119408251758, 0.8804710867209514, 0.006030623881650352, 0.006030623881650352, 0.006030623881650352, 0.006030623881650352, 0.006030623881650352, 0.006030623881650352, 0.006030623881650352, 0.006030623881650352, 0.01777729688680939, 0.01777729688680939, 0.01777729688680939, 0.01777729688680939, 0.01777729688680939, 0.01777729688680939, 0.01777729688680939, 0.01777729688680939, 0.3555459377361878, 0.05333189066042818, 0.01777729688680939, 0.01777729688680939, 0.26665945330214086, 0.01777729688680939, 0.07110918754723757, 0.01890034879650821, 0.01890034879650821, 0.01890034879650821, 0.35910662713365604, 0.01890034879650821, 0.01890034879650821, 0.01890034879650821, 0.01890034879650821, 0.03780069759301642, 0.01890034879650821, 0.01890034879650821, 0.01890034879650821, 0.03780069759301642, 0.01890034879650821, 0.1512027903720657, 0.17010313916857392, 0.010635000144187726, 0.8359110113331553, 0.002127000028837545, 0.002127000028837545, 0.002127000028837545, 0.002127000028837545, 0.002127000028837545, 0.002127000028837545, 0.09571500129768953, 0.006381000086512635, 0.002127000028837545, 0.002127000028837545, 0.002127000028837545, 0.023397000317212997, 0.002127000028837545, 0.002127000028837545, 0.002127000028837545, 0.012964141776254283, 0.1555697013150514, 0.012964141776254283, 0.012964141776254283, 0.012964141776254283, 0.012964141776254283, 0.012964141776254283, 0.6611712305889684, 0.012964141776254283, 0.012964141776254283, 0.012964141776254283, 0.012964141776254283, 0.012964141776254283, 0.0031505505530920533, 0.9042080087374194, 0.0031505505530920533, 0.0031505505530920533, 0.0031505505530920533, 0.0031505505530920533, 0.0031505505530920533, 0.0472582582963808, 0.0031505505530920533, 0.0031505505530920533, 0.0031505505530920533, 0.0031505505530920533, 0.0031505505530920533, 0.014032547811279843, 0.0023387579685466404, 0.030403853591106325, 0.11459914045878539, 0.0023387579685466404, 0.03975888546529289, 0.004677515937093281, 0.0023387579685466404, 0.08185652889913242, 0.030403853591106325, 0.11459914045878539, 0.09588907671041226, 0.05613019124511937, 0.037420127496746246, 0.0023387579685466404, 0.011693789842733202, 0.28532847216269014, 0.044436401402386166, 0.0023387579685466404, 0.0023387579685466404, 0.021048821716919765, 0.0657664307732971, 0.04136920645417075, 0.003182246650320827, 0.03606546203696937, 0.0010607488834402756, 0.037126210920409644, 0.0010607488834402756, 0.10819638611090812, 0.02227572655224579, 0.05303744417201378, 0.09758889727650535, 0.002121497766880551, 0.15911233251604134, 0.03606546203696937, 0.027579470969447167, 0.008485991067522205, 0.03606546203696937, 0.0010607488834402756, 0.00742524218408193, 0.02227572655224579, 0.11562162829499005, 0.025457973202566615, 0.021214977668805514, 0.0010607488834402756, 0.046672950871372125, 0.02227572655224579, 0.020595136681405155, 0.020595136681405155, 0.020595136681405155, 0.14416595676983607, 0.020595136681405155, 0.020595136681405155, 0.4942832803537237, 0.020595136681405155, 0.061785410044215464, 0.020595136681405155, 0.020595136681405155, 0.020595136681405155, 0.020595136681405155, 0.020595136681405155, 0.020595136681405155, 0.007427315701745106, 0.02228194710523532, 0.007427315701745106, 0.02228194710523532, 0.007427315701745106, 0.2451014181575885, 0.06684584131570595, 0.09655510412268638, 0.007427315701745106, 0.007427315701745106, 0.03713657850872553, 0.007427315701745106, 0.007427315701745106, 0.007427315701745106, 0.21539215535060807, 0.2228194710523532, 0.04637053005582659, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.5796316256978323, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.023185265027913297, 0.0008477300941369686, 0.6281679997554938, 0.0008477300941369686, 0.022888712541698154, 0.006781840753095749, 0.0008477300941369686, 0.007629570847232718, 0.044081964895122366, 0.0008477300941369686, 0.0008477300941369686, 0.0008477300941369686, 0.0008477300941369686, 0.2789032009710627, 0.0008477300941369686, 0.0008477300941369686, 0.042718337606416225, 0.1579283996358418, 0.04401283268539853, 0.010355960631858478, 0.10097061616062017, 0.0012944950789823097, 0.007766970473893859, 0.042718337606416225, 0.0012944950789823097, 0.1708733504256649, 0.06860823918606242, 0.0012944950789823097, 0.0025889901579646195, 0.018122931105752336, 0.0012944950789823097, 0.0012944950789823097, 0.0025889901579646195, 0.16310637995177105, 0.05825227855420394, 0.040129347448451605, 0.029773386816593125, 0.029773386816593125, 0.5884178811329381, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.07845571748439174, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.019613929371097936, 0.007154990352029172, 0.007154990352029172, 0.17171976844870013, 0.007154990352029172, 0.7226540255549464, 0.007154990352029172, 0.007154990352029172, 0.007154990352029172, 0.007154990352029172, 0.007154990352029172, 0.007154990352029172, 0.007154990352029172, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.03207200597005539, 0.8018001492513848, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.01069066865668513, 0.0029867368359321397, 0.0029867368359321397, 0.023893894687457118, 0.0029867368359321397, 0.0029867368359321397, 0.08064189457016778, 0.6809759985925279, 0.0029867368359321397, 0.053761263046778515, 0.0029867368359321397, 0.0029867368359321397, 0.014933684179660699, 0.0029867368359321397, 0.0029867368359321397, 0.023893894687457118, 0.0029867368359321397, 0.08362863140609991, 0.017099791972764275, 0.0021374739965955344, 0.0021374739965955344, 0.008549895986382137, 0.11542359581615885, 0.0021374739965955344, 0.032062109948933014, 0.7502533728050326, 0.0021374739965955344, 0.0021374739965955344, 0.0021374739965955344, 0.0021374739965955344, 0.0021374739965955344, 0.04916190192169729, 0.0021374739965955344, 0.0021374739965955344, 0.0021374739965955344, 0.3049472256483822, 0.01016490752161274, 0.01016490752161274, 0.0508245376080637, 0.01016490752161274, 0.14230870530257836, 0.315112133169995, 0.01016490752161274, 0.01016490752161274, 0.01016490752161274, 0.01016490752161274, 0.04065963008645096, 0.01016490752161274, 0.01016490752161274, 0.01016490752161274, 0.01016490752161274, 0.2748753207958371, 0.008866945832123777, 0.1152702958176091, 0.02660083749637133, 0.008866945832123777, 0.25714142913158955, 0.1152702958176091, 0.008866945832123777, 0.008866945832123777, 0.008866945832123777, 0.008866945832123777, 0.07093556665699022, 0.008866945832123777, 0.008866945832123777, 0.008866945832123777, 0.03546778332849511, 0.008866945832123777, 0.272394266888848, 0.0026446045329014366, 0.0026446045329014366, 0.0026446045329014366, 0.042313672526422985, 0.03437985892771868, 0.0026446045329014366, 0.0026446045329014366, 0.0026446045329014366, 0.0026446045329014366, 0.0026446045329014366, 0.0026446045329014366, 0.0026446045329014366, 0.08991655411864885, 0.0026446045329014366, 0.5209870929815831, 0.0026446045329014366, 0.0026446045329014366, 0.5185977041020969, 0.02074390816408388, 0.02074390816408388, 0.02074390816408388, 0.06223172449225164, 0.02074390816408388, 0.02074390816408388, 0.02074390816408388, 0.02074390816408388, 0.02074390816408388, 0.02074390816408388, 0.02074390816408388, 0.1037195408204194, 0.02074390816408388, 0.32564138920278624, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.04070517365034828, 0.005832243290029093, 0.005832243290029093, 0.005832243290029093, 0.005832243290029093, 0.029161216450145466, 0.011664486580058185, 0.005832243290029093, 0.14580608225072733, 0.005832243290029093, 0.05832243290029093, 0.005832243290029093, 0.005832243290029093, 0.005832243290029093, 0.06415467619032002, 0.04082570303020365, 0.5832243290029093, 0.13497052678022559, 0.0035518559679006733, 0.0035518559679006733, 0.18114465436293434, 0.11010753500492088, 0.01065556790370202, 0.0035518559679006733, 0.0035518559679006733, 0.2805966214641532, 0.0035518559679006733, 0.0035518559679006733, 0.0035518559679006733, 0.014207423871602693, 0.0035518559679006733, 0.0035518559679006733, 0.0035518559679006733, 0.22376692597774242, 0.0035518559679006733, 0.026286649175614605, 0.026286649175614605, 0.44687303598544825, 0.026286649175614605, 0.026286649175614605, 0.026286649175614605, 0.026286649175614605, 0.026286649175614605, 0.026286649175614605, 0.13143324587807304, 0.026286649175614605, 0.026286649175614605, 0.026286649175614605, 0.026286649175614605, 0.12817608713970846, 0.00674610984945834, 0.00674610984945834, 0.00674610984945834, 0.05396887879566672, 0.00674610984945834, 0.02698443939783336, 0.00674610984945834, 0.00674610984945834, 0.060714988645125055, 0.6476265455480006, 0.00674610984945834, 0.015963260212649925, 0.03192652042529985, 0.015963260212649925, 0.047889780637949776, 0.015963260212649925, 0.015963260212649925, 0.015963260212649925, 0.015963260212649925, 0.015963260212649925, 0.6544936687186469, 0.015963260212649925, 0.015963260212649925, 0.03192652042529985, 0.015963260212649925, 0.015963260212649925, 0.015963260212649925, 0.0335326016817701, 0.003725844631307789, 0.11177533893923366, 0.003725844631307789, 0.0335326016817701, 0.04471013557569347, 0.003725844631307789, 0.003725844631307789, 0.11177533893923366, 0.003725844631307789, 0.04098429094438568, 0.003725844631307789, 0.003725844631307789, 0.424746287969088, 0.04471013557569347, 0.07451689262615578, 0.03725844631307789, 0.003725844631307789, 0.14907086627568142, 0.013551896934152857, 0.013551896934152857, 0.5285239804319615, 0.013551896934152857, 0.013551896934152857, 0.013551896934152857, 0.013551896934152857, 0.013551896934152857, 0.013551896934152857, 0.013551896934152857, 0.013551896934152857, 0.054207587736611426, 0.06775948467076429, 0.013551896934152857, 0.5191572448521808, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.049443547128779124, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.024721773564389562, 0.0741653206931687, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.8789496687459066, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.00738613167013367, 0.035862107550899386, 0.2868968604071951, 0.035862107550899386, 0.035862107550899386, 0.035862107550899386, 0.035862107550899386, 0.035862107550899386, 0.035862107550899386, 0.10758632265269814, 0.07172421510179877, 0.035862107550899386, 0.035862107550899386, 0.035862107550899386, 0.035862107550899386, 0.035862107550899386, 0.002905874174297561, 0.9502208549953024, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.002905874174297561, 0.004572555846884832, 0.9282288369176209, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.004572555846884832, 0.018811661492409096, 0.018811661492409096, 0.05643498447722729, 0.018811661492409096, 0.018811661492409096, 0.018811661492409096, 0.018811661492409096, 0.018811661492409096, 0.018811661492409096, 0.6207848292495002, 0.018811661492409096, 0.03762332298481819, 0.018811661492409096, 0.018811661492409096, 0.018811661492409096, 0.018811661492409096, 0.018811661492409096, 0.02100278527643333, 0.02100278527643333, 0.02100278527643333, 0.6510863435694332, 0.02100278527643333, 0.02100278527643333, 0.02100278527643333, 0.02100278527643333, 0.02100278527643333, 0.02100278527643333, 0.02100278527643333, 0.04200557055286666, 0.03151362423769465, 0.03151362423769465, 0.03151362423769465, 0.5042179878031144, 0.03151362423769465, 0.03151362423769465, 0.03151362423769465, 0.03151362423769465, 0.03151362423769465, 0.03151362423769465, 0.03151362423769465, 0.03151362423769465, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.5271337434842345, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.027743881236012343, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.6902336002977201, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.018164042113097897, 0.033293724501673026, 0.033293724501673026, 0.033293724501673026, 0.46611214302342235, 0.033293724501673026, 0.033293724501673026, 0.033293724501673026, 0.033293724501673026, 0.033293724501673026, 0.033293724501673026, 0.033293724501673026, 0.033293724501673026, 0.009631068968913198, 0.009631068968913198, 0.009631068968913198, 0.009631068968913198, 0.009631068968913198, 0.009631068968913198, 0.03852427587565279, 0.009631068968913198, 0.10594175865804517, 0.019262137937826395, 0.24077672422282995, 0.009631068968913198, 0.18299031040935076, 0.29856313803630913, 0.009631068968913198, 0.002733158007322352, 0.019132106051256464, 0.002733158007322352, 0.021865264058578818, 0.03279789608786823, 0.0683289501830588, 0.03279789608786823, 0.002733158007322352, 0.002733158007322352, 0.002733158007322352, 0.002733158007322352, 0.002733158007322352, 0.12025895232218349, 0.027331580073223522, 0.15032369040272936, 0.03279789608786823, 0.016398948043934113, 0.1776552704759529, 0.0683289501830588, 0.2049868505491764, 0.003936483856354068, 0.003936483856354068, 0.003936483856354068, 0.003936483856354068, 0.003936483856354068, 0.003936483856354068, 0.03542835470718661, 0.003936483856354068, 0.003936483856354068, 0.003936483856354068, 0.04330132241989475, 0.27949035380113885, 0.20076067667405748, 0.03149187085083254, 0.10234858026520577, 0.24799848295030627, 0.003936483856354068, 0.004646212705607752, 0.004646212705607752, 0.004646212705607752, 0.03716970164486202, 0.004646212705607752, 0.47855990867759846, 0.02323106352803876, 0.004646212705607752, 0.004646212705607752, 0.04646212705607752, 0.004646212705607752, 0.004646212705607752, 0.004646212705607752, 0.34381974021497363, 0.028432879869985096, 0.028432879869985096, 0.028432879869985096, 0.028432879869985096, 0.5402247175297168, 0.028432879869985096, 0.028432879869985096, 0.028432879869985096, 0.028432879869985096, 0.028432879869985096, 0.028432879869985096, 0.028432879869985096, 0.11406224429673661, 0.005703112214836831, 0.005703112214836831, 0.11976535651157345, 0.005703112214836831, 0.06843734657804197, 0.32507739624569937, 0.005703112214836831, 0.005703112214836831, 0.03992178550385782, 0.022812448859347325, 0.10835913208189979, 0.005703112214836831, 0.005703112214836831, 0.10835913208189979, 0.005703112214836831, 0.005703112214836831, 0.005703112214836831, 0.028515561074184154, 0.01866201106445379, 0.01866201106445379, 0.01866201106445379, 0.01866201106445379, 0.31725418809571443, 0.01866201106445379, 0.01866201106445379, 0.01866201106445379, 0.31725418809571443, 0.03732402212890758, 0.01866201106445379, 0.01866201106445379, 0.01866201106445379, 0.01866201106445379, 0.055986033193361366, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.039894917598376316, 0.3191593407870105, 0.039894917598376316, 0.039894917598376316, 0.018744211699055203, 0.4498610807773249, 0.018744211699055203, 0.018744211699055203, 0.018744211699055203, 0.11246527019433122, 0.018744211699055203, 0.018744211699055203, 0.018744211699055203, 0.018744211699055203, 0.018744211699055203, 0.018744211699055203, 0.1312094818933864, 0.018744211699055203, 0.018744211699055203, 0.018744211699055203, 0.07602861066085147, 0.07602861066085147, 0.057021457995638604, 0.009503576332606433, 0.038014305330425734, 0.009503576332606433, 0.009503576332606433, 0.038014305330425734, 0.009503576332606433, 0.009503576332606433, 0.009503576332606433, 0.038014305330425734, 0.5226966982933539, 0.009503576332606433, 0.009503576332606433, 0.028510728997819302, 0.009503576332606433, 0.009503576332606433, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.017652665561260602, 0.7237592880116847, 0.013794791904892023, 0.013794791904892023, 0.013794791904892023, 0.013794791904892023, 0.013794791904892023, 0.648355219529925, 0.013794791904892023, 0.13794791904892023, 0.013794791904892023, 0.013794791904892023, 0.013794791904892023, 0.013794791904892023, 0.013794791904892023, 0.013794791904892023, 0.06347237709622226, 0.005289364758018522, 0.14281284846650008, 0.058183012338203735, 0.11636602467640747, 0.03702555330612965, 0.03702555330612965, 0.015868094274055566, 0.1957064960466853, 0.03702555330612965, 0.03702555330612965, 0.005289364758018522, 0.005289364758018522, 0.005289364758018522, 0.005289364758018522, 0.005289364758018522, 0.20628522556272233, 0.005289364758018522, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.17545042739188244, 0.2456305983486354, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.035090085478376484, 0.008392301803746904, 0.033569207214987615, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.35247667575736996, 0.05874611262622833, 0.008392301803746904, 0.10909992344870975, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.008392301803746904, 0.31890746854238233, 0.008392301803746904, 0.008392301803746904, 0.04071892818698814, 0.3664703536828933, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.04071892818698814, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.37962377060250035, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.007592475412050007, 0.26573663942175024, 0.23536673777355022, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.03278937018694895, 0.4590511826172852, 0.03278937018694895, 0.01152098705507787, 0.01152098705507787, 0.08064690938554508, 0.01152098705507787, 0.01152098705507787, 0.4954024433683484, 0.01152098705507787, 0.01152098705507787, 0.01152098705507787, 0.11520987055077869, 0.01152098705507787, 0.057604935275389346, 0.01152098705507787, 0.09216789644062295, 0.01152098705507787, 0.02337824697573428, 0.004675649395146857, 0.05143214334661542, 0.004675649395146857, 0.018702597580587427, 0.004675649395146857, 0.07013474092720284, 0.004675649395146857, 0.004675649395146857, 0.004675649395146857, 0.004675649395146857, 0.028053896370881137, 0.004675649395146857, 0.004675649395146857, 0.08883733850779027, 0.02337824697573428, 0.1402694818544057, 0.004675649395146857, 0.5002944852807136, 0.051135146486733465, 0.051135146486733465, 0.0073050209266762095, 0.0073050209266762095, 0.036525104633381045, 0.0073050209266762095, 0.014610041853352419, 0.0073050209266762095, 0.0073050209266762095, 0.0073050209266762095, 0.0073050209266762095, 0.5990117159874492, 0.0073050209266762095, 0.0073050209266762095, 0.14610041853352418, 0.0073050209266762095, 0.26817153765641666, 0.004545280299261299, 0.33635074214533617, 0.009090560598522599, 0.004545280299261299, 0.004545280299261299, 0.004545280299261299, 0.004545280299261299, 0.14090368927710029, 0.004545280299261299, 0.004545280299261299, 0.004545280299261299, 0.03181696209482909, 0.14544896957636158, 0.004545280299261299, 0.013635840897783899, 0.38268051666244735, 0.09435957945101442, 0.04193759086711752, 0.00524219885838969, 0.03669539200872783, 0.00524219885838969, 0.00524219885838969, 0.00524219885838969, 0.00524219885838969, 0.00524219885838969, 0.00524219885838969, 0.03669539200872783, 0.32501632922016077, 0.00524219885838969, 0.00524219885838969, 0.02096879543355876, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.6085289758320015, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.02434115903328006, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.6957799136897285, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.01932721982471468, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.5956425406692174, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.024818439194550727, 0.009073084743765173, 0.009073084743765173, 0.009073084743765173, 0.009073084743765173, 0.009073084743765173, 0.009073084743765173, 0.009073084743765173, 0.31755796603178105, 0.21775403385036415, 0.009073084743765173, 0.2721925423129552, 0.06351159320635621, 0.009073084743765173, 0.009073084743765173, 0.012465915731836558, 0.024931831463673115, 0.536034376468972, 0.012465915731836558, 0.012465915731836558, 0.012465915731836558, 0.012465915731836558, 0.012465915731836558, 0.2368523989048946, 0.024931831463673115, 0.012465915731836558, 0.012465915731836558, 0.012465915731836558, 0.012465915731836558, 0.012465915731836558, 0.003340264959881335, 0.7871891088787012, 0.0003711405510979261, 0.0003711405510979261, 0.0003711405510979261, 0.0014845622043917043, 0.025979838576854826, 0.0003711405510979261, 0.11987839800463013, 0.0018557027554896304, 0.0014845622043917043, 0.02189729251477764, 0.0003711405510979261, 0.0003711405510979261, 0.03303150904771542, 0.0003711405510979261, 0.02069625850618763, 0.02069625850618763, 0.10052468417291134, 0.01576857790947629, 0.000985536119342268, 0.000985536119342268, 0.000985536119342268, 0.000985536119342268, 0.08672717850211958, 0.000985536119342268, 0.022667330744872163, 0.1478304179013402, 0.000985536119342268, 0.008869825074080412, 0.34690871400847834, 0.14093166506594432, 0.07588628118935464, 0.005913216716053608, 0.01174688881009297, 0.01174688881009297, 0.01174688881009297, 0.4463817747835329, 0.01174688881009297, 0.04698755524037188, 0.01174688881009297, 0.01174688881009297, 0.0822282216706508, 0.01174688881009297, 0.01174688881009297, 0.14096266572111565, 0.09397511048074376, 0.01174688881009297, 0.01174688881009297, 0.02349377762018594, 0.02349377762018594, 0.022350820992195746, 0.022350820992195746, 0.022350820992195746, 0.04470164198439149, 0.022350820992195746, 0.022350820992195746, 0.022350820992195746, 0.04470164198439149, 0.022350820992195746, 0.022350820992195746, 0.4917180618283064, 0.04470164198439149, 0.04470164198439149, 0.022350820992195746, 0.022350820992195746, 0.022350820992195746, 0.09451568669038318, 0.0019690768060496495, 0.0019690768060496495, 0.2500727543683055, 0.1988767574110146, 0.0019690768060496495, 0.3859390539857313, 0.0019690768060496495, 0.0019690768060496495, 0.0019690768060496495, 0.0019690768060496495, 0.0019690768060496495, 0.0019690768060496495, 0.04528876653914194, 0.0019690768060496495, 0.021283983277298815, 0.021283983277298815, 0.3831116989913787, 0.021283983277298815, 0.021283983277298815, 0.021283983277298815, 0.021283983277298815, 0.2766917826048846, 0.021283983277298815, 0.021283983277298815, 0.021283983277298815, 0.021283983277298815, 0.021283983277298815, 0.0414165439911003, 0.00828330879822006, 0.07454977918398054, 0.00828330879822006, 0.00828330879822006, 0.281632499139482, 0.00828330879822006, 0.04969985278932036, 0.00828330879822006, 0.04969985278932036, 0.0414165439911003, 0.00828330879822006, 0.02484992639466018, 0.03313323519288024, 0.273349190341262, 0.00828330879822006, 0.00828330879822006, 0.03313323519288024, 0.00828330879822006, 0.00828330879822006, 0.01507257498820429, 0.10550802491743003, 0.01507257498820429, 0.01507257498820429, 0.01507257498820429, 0.01507257498820429, 0.01507257498820429, 0.01507257498820429, 0.01507257498820429, 0.5878304245399673, 0.01507257498820429, 0.07536287494102145, 0.01507257498820429, 0.01507257498820429, 0.01507257498820429, 0.01507257498820429, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.03257530832431181, 0.016287654162155905, 0.684081474810548, 0.016287654162155905, 0.016287654162155905, 0.016287654162155905, 0.03809840942936788, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.012699469809789293, 0.6476729602992539, 0.12699469809789293, 0.012699469809789293, 0.0035356779223489707, 0.0035356779223489707, 0.9157405818883834, 0.0035356779223489707, 0.0035356779223489707, 0.0035356779223489707, 0.0035356779223489707, 0.0035356779223489707, 0.0035356779223489707, 0.0035356779223489707, 0.0035356779223489707, 0.028285423378791766, 0.0035356779223489707, 0.0035356779223489707, 0.0035356779223489707, 0.0050247526434824465, 0.753712896522367, 0.0050247526434824465, 0.0050247526434824465, 0.0050247526434824465, 0.0050247526434824465, 0.0050247526434824465, 0.0050247526434824465, 0.0050247526434824465, 0.0050247526434824465, 0.16581683723492074, 0.0050247526434824465, 0.0050247526434824465, 0.014154300647012256, 0.014154300647012256, 0.056617202588049025, 0.014154300647012256, 0.014154300647012256, 0.014154300647012256, 0.014154300647012256, 0.11323440517609805, 0.014154300647012256, 0.014154300647012256, 0.014154300647012256, 0.014154300647012256, 0.014154300647012256, 0.4812462219984167, 0.014154300647012256, 0.014154300647012256, 0.14154300647012255, 0.014154300647012256, 0.03833279596973261, 0.3449951637275935, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.03833279596973261, 0.00822750194870148, 0.00822750194870148, 0.06582001558961184, 0.00822750194870148, 0.03291000779480592, 0.01645500389740296, 0.00822750194870148, 0.00822750194870148, 0.00822750194870148, 0.09050252143571628, 0.2797350662558503, 0.03291000779480592, 0.00822750194870148, 0.00822750194870148, 0.3208725759993577, 0.04936501169220888, 0.00822750194870148, 0.00822750194870148, 0.0411375097435074, 0.027882951182386255, 0.027882951182386255, 0.027882951182386255, 0.16729770709431754, 0.22306360945909004, 0.027882951182386255, 0.027882951182386255, 0.027882951182386255, 0.027882951182386255, 0.027882951182386255, 0.027882951182386255, 0.16729770709431754, 0.027882951182386255, 0.027882951182386255, 0.027882951182386255, 0.05576590236477251, 0.01294638841128396, 0.01294638841128396, 0.01294638841128396, 0.6084802553303461, 0.01294638841128396, 0.01294638841128396, 0.01294638841128396, 0.01294638841128396, 0.03883916523385188, 0.10357110729027168, 0.07767833046770375, 0.01294638841128396, 0.01294638841128396, 0.01294638841128396, 0.05729864540476205, 0.00954977423412701, 0.00954977423412701, 0.00954977423412701, 0.32469232396031833, 0.00954977423412701, 0.00954977423412701, 0.00954977423412701, 0.00954977423412701, 0.4488393890039694, 0.00954977423412701, 0.00954977423412701, 0.00954977423412701, 0.01909954846825402, 0.00954977423412701, 0.008418027680335543, 0.008418027680335543, 0.008418027680335543, 0.008418027680335543, 0.40406532865610606, 0.008418027680335543, 0.008418027680335543, 0.008418027680335543, 0.008418027680335543, 0.016836055360671086, 0.008418027680335543, 0.44615546705778375, 0.008418027680335543, 0.008418027680335543, 0.008418027680335543, 0.008418027680335543, 0.008418027680335543, 0.022193263243064292, 0.022193263243064292, 0.08877305297225717, 0.022193263243064292, 0.022193263243064292, 0.022193263243064292, 0.08877305297225717, 0.022193263243064292, 0.13315957945838575, 0.022193263243064292, 0.022193263243064292, 0.022193263243064292, 0.022193263243064292, 0.022193263243064292, 0.022193263243064292, 0.3550922118890287, 0.023558341280111892, 0.01766875596008392, 0.1766875596008392, 0.005889585320027973, 0.023558341280111892, 0.13546046236064338, 0.01766875596008392, 0.005889585320027973, 0.005889585320027973, 0.005889585320027973, 0.22969382748109096, 0.10012295044047555, 0.005889585320027973, 0.005889585320027973, 0.005889585320027973, 0.21202507152100705, 0.005889585320027973, 0.005889585320027973, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.03566384291285877, 0.17831921456429384, 0.03566384291285877, 0.03566384291285877, 0.2496469003900114, 0.15458848652077145, 0.014053498774615586, 0.014053498774615586, 0.5199794546607767, 0.014053498774615586, 0.014053498774615586, 0.014053498774615586, 0.014053498774615586, 0.12648148897154027, 0.014053498774615586, 0.014053498774615586, 0.014053498774615586, 0.014053498774615586, 0.027627399111421588, 0.027627399111421588, 0.5525479822284317, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.027627399111421588, 0.04386985076341966, 0.02506848615052552, 0.1504109169031531, 0.00626712153763138, 0.14414379536552174, 0.00626712153763138, 0.00626712153763138, 0.00626712153763138, 0.01880136461289414, 0.1253424307526276, 0.0313356076881569, 0.00626712153763138, 0.04386985076341966, 0.13787667382789037, 0.02506848615052552, 0.01880136461289414, 0.00626712153763138, 0.10654106613973346, 0.05640409383868242, 0.00626712153763138, 0.24409712156605426, 0.01877670165892725, 0.01877670165892725, 0.01877670165892725, 0.43186413815532676, 0.01877670165892725, 0.01877670165892725, 0.01877670165892725, 0.01877670165892725, 0.01877670165892725, 0.0375534033178545, 0.01877670165892725, 0.01877670165892725, 0.01877670165892725, 0.021407226692754636, 0.021407226692754636, 0.12844336015652782, 0.1712578135420371, 0.2782939470058103, 0.021407226692754636, 0.021407226692754636, 0.021407226692754636, 0.021407226692754636, 0.021407226692754636, 0.021407226692754636, 0.021407226692754636, 0.12844336015652782, 0.021407226692754636, 0.021407226692754636, 0.033004930721937185, 0.39605916866324625, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.033004930721937185, 0.027621062513455072, 0.027621062513455072, 0.027621062513455072, 0.027621062513455072, 0.027621062513455072, 0.027621062513455072, 0.027621062513455072, 0.055242125026910144, 0.027621062513455072, 0.027621062513455072, 0.027621062513455072, 0.5248001877556464, 0.027621062513455072, 0.027621062513455072, 0.07872939276347803, 0.015745878552695606, 0.0039364696381739015, 0.015745878552695606, 0.06298351421078242, 0.0039364696381739015, 0.011809408914521704, 0.0039364696381739015, 0.0039364696381739015, 0.0039364696381739015, 0.0039364696381739015, 0.0039364696381739015, 0.0039364696381739015, 0.03149175710539121, 0.5747245671733896, 0.0039364696381739015, 0.15352231588878215, 0.007872939276347803, 0.0028519803023181038, 0.07700346816258881, 0.014259901511590518, 0.028519803023181037, 0.20819456206922157, 0.0028519803023181038, 0.13404307420895087, 0.13974703481358708, 0.02281584241854483, 0.025667822720862935, 0.0028519803023181038, 0.0028519803023181038, 0.0028519803023181038, 0.0028519803023181038, 0.3051618923480371, 0.0028519803023181038, 0.014259901511590518, 0.005158118070846895, 0.005158118070846895, 0.005158118070846895, 0.036106826495928265, 0.005158118070846895, 0.01031623614169379, 0.005158118070846895, 0.14958542405455993, 0.05673929877931584, 0.04126494456677516, 0.015474354212540684, 0.015474354212540684, 0.005158118070846895, 0.005158118070846895, 0.01031623614169379, 0.588025460076546, 0.01031623614169379, 0.015474354212540684, 0.01031623614169379, 0.009249902828184655, 0.009249902828184655, 0.009249902828184655, 0.09249902828184654, 0.009249902828184655, 0.009249902828184655, 0.6012436838320026, 0.009249902828184655, 0.04624951414092327, 0.009249902828184655, 0.009249902828184655, 0.009249902828184655, 0.12949863959458516, 0.009249902828184655, 0.009249902828184655, 0.13749267313714067, 0.008593292071071292, 0.5241908163353488, 0.008593292071071292, 0.008593292071071292, 0.008593292071071292, 0.008593292071071292, 0.008593292071071292, 0.060153044497499045, 0.008593292071071292, 0.008593292071071292, 0.008593292071071292, 0.008593292071071292, 0.008593292071071292, 0.008593292071071292, 0.13749267313714067, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.22328464384979507, 0.12559761216550974, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.013955290240612192, 0.4186587072183658, 0.013955290240612192, 0.013955290240612192, 0.041604405726495985, 0.3328352458119679, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.041604405726495985, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.5974529400894227, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.02597621478649664, 0.007569081773922913, 0.8780134857750579, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.007569081773922913, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.022034364056927748, 0.6610309217078324, 0.020412718449483384, 0.020412718449483384, 0.020412718449483384, 0.020412718449483384, 0.020412718449483384, 0.020412718449483384, 0.020412718449483384, 0.020412718449483384, 0.020412718449483384, 0.04082543689896677, 0.020412718449483384, 0.020412718449483384, 0.632794271933985, 0.040753681215902934, 0.03260294497272235, 0.008150736243180587, 0.008150736243180587, 0.21191914232269526, 0.008150736243180587, 0.024452208729541763, 0.008150736243180587, 0.008150736243180587, 0.008150736243180587, 0.008150736243180587, 0.008150736243180587, 0.09780883491816705, 0.3178787134840429, 0.008150736243180587, 0.008150736243180587, 0.008150736243180587, 0.17931619734997292, 0.004776748073510263, 0.0382139845880821, 0.004776748073510263, 0.01433024422053079, 0.04299073266159237, 0.004776748073510263, 0.004776748073510263, 0.004776748073510263, 0.1289721979847771, 0.18151642679339, 0.004776748073510263, 0.004776748073510263, 0.06687447302914369, 0.004776748073510263, 0.004776748073510263, 0.31048862477816713, 0.004776748073510263, 0.004776748073510263, 0.004776748073510263, 0.1576326864258387, 0.13684409479323578, 0.002012413158724056, 0.018111718428516502, 0.002012413158724056, 0.18111718428516502, 0.002012413158724056, 0.2052661421898537, 0.002012413158724056, 0.40248263174481114, 0.002012413158724056, 0.02414895790468867, 0.002012413158724056, 0.002012413158724056, 0.002012413158724056, 0.002012413158724056, 0.002012413158724056, 0.002012413158724056, 0.0060372394761721675, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.04084658874191828, 0.013615529580639427, 0.013615529580639427, 0.7488541269351684, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.013615529580639427, 0.03703745929708123, 0.03703745929708123, 0.03703745929708123, 0.03703745929708123, 0.03703745929708123, 0.03703745929708123, 0.03703745929708123, 0.4074120522678935, 0.03703745929708123, 0.03703745929708123, 0.03703745929708123, 0.03703745929708123, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.05267367080170275, 0.13168417700425689, 0.05267367080170275, 0.39505253101277066, 0.026336835400851376, 0.026336835400851376, 0.026336835400851376, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.05808117218205847, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.5808117218205847, 0.03872078145470565, 0.019360390727352825, 0.019360390727352825, 0.019360390727352825, 0.45300600156958765, 0.007306548412412704, 0.007306548412412704, 0.10959822618619056, 0.007306548412412704, 0.007306548412412704, 0.007306548412412704, 0.08037203253653974, 0.043839290474476225, 0.03653274206206352, 0.007306548412412704, 0.08037203253653974, 0.007306548412412704, 0.007306548412412704, 0.014613096824825408, 0.014613096824825408, 0.007306548412412704, 0.07306548412412704, 0.036088752821072365, 0.036088752821072365, 0.036088752821072365, 0.036088752821072365, 0.036088752821072365, 0.036088752821072365, 0.036088752821072365, 0.036088752821072365, 0.4330650338528684, 0.036088752821072365, 0.036088752821072365, 0.036088752821072365, 0.08716528181874442, 0.003352510839182478, 0.013410043356729911, 0.036877619231007255, 0.003352510839182478, 0.053640173426919645, 0.3050784863656055, 0.023467575874277342, 0.003352510839182478, 0.003352510839182478, 0.03352510839182478, 0.01676255419591239, 0.07375523846201451, 0.003352510839182478, 0.020115065035094866, 0.2749058888129632, 0.026820086713459822, 0.003352510839182478, 0.03474987286926484, 0.06949974573852968, 0.13899949147705937, 0.03474987286926484, 0.20849923721558905, 0.03474987286926484, 0.03474987286926484, 0.03474987286926484, 0.03474987286926484, 0.03474987286926484, 0.03474987286926484, 0.06949974573852968, 0.03474987286926484, 0.03474987286926484, 0.08566145169847836, 0.009517939077608705, 0.01903587815521741, 0.009517939077608705, 0.009517939077608705, 0.009517939077608705, 0.009517939077608705, 0.009517939077608705, 0.028553817232826118, 0.17132290339695672, 0.009517939077608705, 0.009517939077608705, 0.009517939077608705, 0.2760202332506525, 0.2760202332506525, 0.009517939077608705, 0.01903587815521741, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.8154164078553353, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.01148473813880754, 0.46812870583496946, 0.022291843134998546, 0.022291843134998546, 0.022291843134998546, 0.022291843134998546, 0.022291843134998546, 0.022291843134998546, 0.022291843134998546, 0.022291843134998546, 0.2006265882149869, 0.022291843134998546, 0.4626995783108399, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.033049969879345706, 0.013554116864403628, 0.40662350593210883, 0.013554116864403628, 0.013554116864403628, 0.013554116864403628, 0.013554116864403628, 0.013554116864403628, 0.013554116864403628, 0.013554116864403628, 0.013554116864403628, 0.36596115533889795, 0.013554116864403628, 0.013554116864403628, 0.05421646745761451, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.3792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.03792843376001427, 0.046180665784168705, 0.046180665784168705, 0.2770839947050122, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.046180665784168705, 0.00235341090959131, 0.001176705454795655, 0.5271640437484535, 0.03530116364386965, 0.04353810182743924, 0.001176705454795655, 0.001176705454795655, 0.001176705454795655, 0.001176705454795655, 0.11178701820558723, 0.001176705454795655, 0.001176705454795655, 0.24710814550708757, 0.012943760002752205, 0.00470682181918262, 0.001176705454795655, 0.005904767662242529, 0.9093342199853496, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.005904767662242529, 0.0012045246705806147, 0.8515989421004946, 0.0012045246705806147, 0.0012045246705806147, 0.027704067423354135, 0.0012045246705806147, 0.09997554765819101, 0.0012045246705806147, 0.0012045246705806147, 0.0012045246705806147, 0.0012045246705806147, 0.003613574011741844, 0.0012045246705806147, 0.0019798283543571603, 0.8434068789561503, 0.0019798283543571603, 0.0019798283543571603, 0.0019798283543571603, 0.0019798283543571603, 0.0019798283543571603, 0.05345536556764333, 0.0019798283543571603, 0.0019798283543571603, 0.007919313417428641, 0.06533433569378629, 0.0019798283543571603, 0.0039596567087143205, 0.029747252620120027, 0.029747252620120027, 0.029747252620120027, 0.029747252620120027, 0.029747252620120027, 0.20823076834084017, 0.029747252620120027, 0.029747252620120027, 0.3272197788213203, 0.029747252620120027, 0.029747252620120027, 0.029747252620120027, 0.029747252620120027, 0.029747252620120027, 0.029747252620120027, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.7092236147688686, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.017298136945582163, 0.011603341282308666, 0.278480190775408, 0.011603341282308666, 0.04641336512923466, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.4989436751392727, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.011603341282308666, 0.009841745781661124, 0.009841745781661124, 0.009841745781661124, 0.009841745781661124, 0.009841745781661124, 0.009841745781661124, 0.8463901372228567, 0.009841745781661124, 0.009841745781661124, 0.009841745781661124, 0.009841745781661124, 0.009841745781661124, 0.014039429162335899, 0.1263548624610231, 0.028078858324671798, 0.1263548624610231, 0.014039429162335899, 0.014039429162335899, 0.014039429162335899, 0.014039429162335899, 0.5334983081687642, 0.014039429162335899, 0.014039429162335899, 0.014039429162335899, 0.014039429162335899, 0.014039429162335899, 0.014039429162335899, 0.021989067434950237, 0.021989067434950237, 0.021989067434950237, 0.021989067434950237, 0.021989067434950237, 0.021989067434950237, 0.6376829556135568, 0.021989067434950237, 0.021989067434950237, 0.021989067434950237, 0.021989067434950237, 0.021989067434950237, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.5236234691989199, 0.029090192733273325, 0.029090192733273325, 0.029090192733273325, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.02508126214890452, 0.6019502915737085, 0.02508126214890452, 0.02508126214890452, 0.006605414240651717, 0.2377949126634618, 0.1585299417756412, 0.07265955664716889, 0.006605414240651717, 0.006605414240651717, 0.37650861171714783, 0.006605414240651717, 0.006605414240651717, 0.006605414240651717, 0.006605414240651717, 0.006605414240651717, 0.006605414240651717, 0.01981624272195515, 0.0396324854439103, 0.006605414240651717, 0.006605414240651717, 0.007720183100972891, 0.007720183100972891, 0.3474082395437801, 0.007720183100972891, 0.015440366201945782, 0.13896329581751204, 0.05404128170681024, 0.007720183100972891, 0.1698440282214036, 0.007720183100972891, 0.007720183100972891, 0.007720183100972891, 0.07720183100972891, 0.007720183100972891, 0.09264219721167469, 0.0051789418095395815, 0.15536825428618745, 0.2175155560006624, 0.17608402152434577, 0.0051789418095395815, 0.0051789418095395815, 0.08804201076217288, 0.0051789418095395815, 0.09322095257171246, 0.0051789418095395815, 0.0051789418095395815, 0.0051789418095395815, 0.0051789418095395815, 0.1398314288575687, 0.062147301714474974, 0.0051789418095395815, 0.0051789418095395815, 0.009369977532784008, 0.009369977532784008, 0.3466891687130083, 0.009369977532784008, 0.009369977532784008, 0.03747991013113603, 0.009369977532784008, 0.009369977532784008, 0.009369977532784008, 0.07495982026227206, 0.018739955065568015, 0.09369977532784007, 0.009369977532784008, 0.2529893933851682, 0.009369977532784008, 0.06558984272948805, 0.007715945978105407, 0.007715945978105407, 0.5632640564016947, 0.007715945978105407, 0.007715945978105407, 0.007715945978105407, 0.007715945978105407, 0.007715945978105407, 0.007715945978105407, 0.007715945978105407, 0.007715945978105407, 0.007715945978105407, 0.17746675749642435, 0.007715945978105407, 0.13117108162779192, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.03241879768043561, 0.45386316752609857, 0.03241879768043561, 0.019043741402981235, 0.019043741402981235, 0.571312242089437, 0.13330618982086864, 0.019043741402981235, 0.019043741402981235, 0.019043741402981235, 0.019043741402981235, 0.019043741402981235, 0.019043741402981235, 0.019043741402981235, 0.019043741402981235, 0.03426456976242924, 0.00856614244060731, 0.07709528196546579, 0.6852913952485848, 0.00856614244060731, 0.07709528196546579, 0.00856614244060731, 0.00856614244060731, 0.00856614244060731, 0.00856614244060731, 0.00856614244060731, 0.00856614244060731, 0.00856614244060731, 0.00856614244060731, 0.006937422224811803, 0.055499377798494426, 0.006937422224811803, 0.006937422224811803, 0.03468711112405901, 0.03468711112405901, 0.006937422224811803, 0.04162453334887082, 0.006937422224811803, 0.006937422224811803, 0.006937422224811803, 0.08324906669774164, 0.38849564458946095, 0.06937422224811803, 0.006937422224811803, 0.02081226667443541, 0.006937422224811803, 0.18731040006991867, 0.032489667805137706, 0.032489667805137706, 0.4548553492719279, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.032489667805137706, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.3779787764250796, 0.037797877642507964, 0.037797877642507964, 0.037797877642507964, 0.01926909156229734, 0.01926909156229734, 0.01926909156229734, 0.05780727468689202, 0.03853818312459468, 0.13488364093608138, 0.01926909156229734, 0.01926909156229734, 0.01926909156229734, 0.01926909156229734, 0.03853818312459468, 0.01926909156229734, 0.03853818312459468, 0.01926909156229734, 0.4239200143705415, 0.025309154085648346, 0.025309154085648346, 0.025309154085648346, 0.43025561945602186, 0.025309154085648346, 0.025309154085648346, 0.025309154085648346, 0.025309154085648346, 0.025309154085648346, 0.17716407859953842, 0.025309154085648346, 0.025309154085648346, 0.025309154085648346, 0.025309154085648346, 0.02166254079039635, 0.02166254079039635, 0.02166254079039635, 0.5848886013407014, 0.02166254079039635, 0.02166254079039635, 0.0866501631615854, 0.02166254079039635, 0.02166254079039635, 0.02166254079039635, 0.02166254079039635, 0.02166254079039635, 0.02166254079039635, 0.01247418245549471, 0.12058376373644887, 0.01247418245549471, 0.020790304092491184, 0.004158060818498237, 0.05821285145897531, 0.004158060818498237, 0.004158060818498237, 0.01247418245549471, 0.24532558829139597, 0.004158060818498237, 0.004158060818498237, 0.06237091227747355, 0.02494836491098942, 0.03742254736648413, 0.158006311102933, 0.004158060818498237, 0.05821285145897531, 0.004158060818498237, 0.008316121636996474, 0.13721600701044182, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.030346276393882415, 0.48554042230211863, 0.011889990361747954, 0.011889990361747954, 0.011889990361747954, 0.011889990361747954, 0.011889990361747954, 0.011889990361747954, 0.011889990361747954, 0.8085193445988608, 0.011889990361747954, 0.011889990361747954, 0.011889990361747954, 0.011889990361747954, 0.02236120016275902, 0.02236120016275902, 0.02236120016275902, 0.02236120016275902, 0.1118060008137951, 0.02236120016275902, 0.02236120016275902, 0.02236120016275902, 0.02236120016275902, 0.02236120016275902, 0.5366688039062165, 0.02236120016275902, 0.02236120016275902, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.41432182459813643, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.037665620418012406, 0.018308591190471245, 0.018308591190471245, 0.018308591190471245, 0.018308591190471245, 0.09154295595235622, 0.018308591190471245, 0.018308591190471245, 0.018308591190471245, 0.018308591190471245, 0.07323436476188498, 0.018308591190471245, 0.018308591190471245, 0.5858749180950799, 0.018308591190471245, 0.018308591190471245, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.011277942678953696, 0.8120118728846661, 0.011277942678953696, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.02800082305813673, 0.5040148150464612, 0.02800082305813673, 0.02800082305813673, 0.004234563744955132, 0.016938254979820527, 0.004234563744955132, 0.03811107370459619, 0.03387650995964105, 0.10162952987892317, 0.004234563744955132, 0.046580201194506454, 0.004234563744955132, 0.1185677848587437, 0.004234563744955132, 0.004234563744955132, 0.02117281872477566, 0.004234563744955132, 0.17785167728811554, 0.03387650995964105, 0.14397516732847448, 0.029641946214685924, 0.13974060358351936, 0.016938254979820527, 0.03387650995964105, 0.010221387730287069, 0.07154971411200949, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.08177110184229655, 0.6848329779292336, 0.010221387730287069, 0.010221387730287069, 0.010221387730287069, 0.014736145481472873, 0.1031530183703101, 0.014736145481472873, 0.014736145481472873, 0.014736145481472873, 0.014736145481472873, 0.014736145481472873, 0.1620976002962016, 0.029472290962945746, 0.4126120734812404, 0.05894458192589149, 0.014736145481472873, 0.04420843644441862, 0.014736145481472873, 0.014736145481472873, 0.014736145481472873, 0.091521143814541, 0.034320428930452875, 0.037180464674657285, 0.028600357442044064, 0.008580107232613219, 0.017160214465226437, 0.0028600357442044064, 0.0028600357442044064, 0.0028600357442044064, 0.24596307400157894, 0.0028600357442044064, 0.008580107232613219, 0.14872185869862914, 0.19448243060589962, 0.0028600357442044064, 0.0028600357442044064, 0.0457605719072705, 0.0457605719072705, 0.0028600357442044064, 0.06292078637249694, 0.00741135151134069, 0.11858162418145105, 0.5558513633505517, 0.00741135151134069, 0.044468109068044145, 0.00741135151134069, 0.00741135151134069, 0.14081567871547312, 0.00741135151134069, 0.00741135151134069, 0.00741135151134069, 0.03705675755670345, 0.00741135151134069, 0.00741135151134069, 0.04115524380950637, 0.2880867066665446, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.04115524380950637, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.023105065458154803, 0.6469418328283345, 0.13576107349358935, 0.010860885879487147, 0.029867436168589657, 0.02307938249391019, 0.009503275144551253, 0.0013576107349358934, 0.021721771758974294, 0.08417186556602539, 0.008145664409615361, 0.08009903336121771, 0.0013576107349358934, 0.0013576107349358934, 0.021721771758974294, 0.020364161024038402, 0.016291328819230722, 0.09910558365032023, 0.07738381189134592, 0.02307938249391019, 0.11539691246955094, 0.040728322048076804, 0.15476762378269185, 0.01221849661442304, 0.009503275144551253, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.27513037853741523, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.039304339791059316, 0.07860867958211863, 0.039304339791059316, 0.005622994354289379, 0.005622994354289379, 0.11808288144007696, 0.005622994354289379, 0.20242779675441763, 0.005622994354289379, 0.005622994354289379, 0.005622994354289379, 0.005622994354289379, 0.06747593225147255, 0.03936096048002565, 0.4835775144688866, 0.005622994354289379, 0.011245988708578758, 0.005622994354289379, 0.005622994354289379, 0.005622994354289379, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.03638613304044339, 0.4002474634448773, 0.03638613304044339, 0.004512422096964017, 0.004512422096964017, 0.266232903720877, 0.004512422096964017, 0.04061179887267615, 0.04963664306660419, 0.004512422096964017, 0.4783167422781858, 0.004512422096964017, 0.10829813032713641, 0.004512422096964017, 0.004512422096964017, 0.004512422096964017, 0.004512422096964017, 0.016225756914292063, 0.016225756914292063, 0.7301590611431429, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.016225756914292063, 0.03999185091326361, 0.03999185091326361, 0.35992665821937253, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.03999185091326361, 0.019538930542068088, 0.07815572216827235, 0.5080121940937703, 0.039077861084136176, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.019538930542068088, 0.09769465271034045, 0.03273185220590621, 0.03273185220590621, 0.13092740882362483, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.36005037426496833, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.03273185220590621, 0.5812687646869887, 0.01660767899105682, 0.01660767899105682, 0.01660767899105682, 0.13286143192845457, 0.01660767899105682, 0.01660767899105682, 0.01660767899105682, 0.01660767899105682, 0.01660767899105682, 0.01660767899105682, 0.01660767899105682, 0.03321535798211364, 0.6255955372074933, 0.07582976208575677, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.018957440521439193, 0.017600838562846617, 0.017600838562846617, 0.017600838562846617, 0.15840754706561957, 0.1936092241913128, 0.017600838562846617, 0.017600838562846617, 0.017600838562846617, 0.017600838562846617, 0.3872184483826256, 0.017600838562846617, 0.017600838562846617, 0.017600838562846617, 0.017600838562846617, 0.017600838562846617, 0.017600838562846617, 0.037786912418026466, 0.37786912418026464, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.037786912418026466, 0.03361916943379657, 0.03361916943379657, 0.4370492026393554, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03361916943379657, 0.03039634259837368, 0.5167378241723526, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03039634259837368, 0.03175736664489471, 0.03175736664489471, 0.47636049967342065, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03175736664489471, 0.03412956941321926, 0.4436844023718505, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03412956941321926, 0.03195148123770661, 0.47927221856559915, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.03195148123770661, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0354923494810714, 0.0709846989621428, 0.0354923494810714, 0.0354923494810714, 0.35492349481071395, 0.006323271689540388, 0.006323271689540388, 0.2213145091339136, 0.006323271689540388, 0.006323271689540388, 0.006323271689540388, 0.2149912374443732, 0.006323271689540388, 0.006323271689540388, 0.006323271689540388, 0.006323271689540388, 0.006323271689540388, 0.006323271689540388, 0.46792210502598874, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.581071995365366, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.02767009501739838, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.06609359336675101, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.004720970954767929, 0.8592167137677631, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.6055715520751356, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.02523214800313065, 0.005010951072626617, 0.035076657508386316, 0.005010951072626617, 0.005010951072626617, 0.14030663003354527, 0.11525187467041219, 0.005010951072626617, 0.0300657064357597, 0.005010951072626617, 0.005010951072626617, 0.005010951072626617, 0.05512046179889279, 0.08518616823465248, 0.005010951072626617, 0.11525187467041219, 0.13028472788829204, 0.15032853217879852, 0.09019711930727911, 0.006364970410434669, 0.0827446153356507, 0.006364970410434669, 0.08910958574608537, 0.006364970410434669, 0.012729940820869338, 0.006364970410434669, 0.006364970410434669, 0.2036790531339094, 0.006364970410434669, 0.03182485205217334, 0.05728473369391202, 0.4455479287304268, 0.006364970410434669, 0.006364970410434669, 0.006364970410434669, 0.006364970410434669, 0.10531868919250517, 0.009574426290227743, 0.009574426290227743, 0.009574426290227743, 0.009574426290227743, 0.14361639435341614, 0.5170190196722981, 0.009574426290227743, 0.009574426290227743, 0.03829770516091097, 0.009574426290227743, 0.009574426290227743, 0.019148852580455487, 0.009574426290227743, 0.047872131451138715, 0.028198049476384945, 0.028198049476384945, 0.028198049476384945, 0.08459414842915484, 0.028198049476384945, 0.028198049476384945, 0.05639609895276989, 0.028198049476384945, 0.4511687916221591, 0.028198049476384945, 0.028198049476384945, 0.028198049476384945, 0.028198049476384945, 0.007787192027440266, 0.002595730675813422, 0.002595730675813422, 0.005191461351626844, 0.002595730675813422, 0.04412742148882817, 0.002595730675813422, 0.02595730675813422, 0.002595730675813422, 0.24399868352646167, 0.002595730675813422, 0.002595730675813422, 0.033744498785574485, 0.002595730675813422, 0.002595730675813422, 0.002595730675813422, 0.6048052474645274, 0.022036602453555352, 0.011018301226777676, 0.09916471104099908, 0.011018301226777676, 0.011018301226777676, 0.011018301226777676, 0.011018301226777676, 0.011018301226777676, 0.011018301226777676, 0.011018301226777676, 0.6170248686995499, 0.011018301226777676, 0.011018301226777676, 0.011018301226777676, 0.06610980736066606, 0.011018301226777676, 0.044073204907110704, 0.011018301226777676, 0.026372436381374344, 0.026372436381374344, 0.026372436381374344, 0.026372436381374344, 0.026372436381374344, 0.026372436381374344, 0.026372436381374344, 0.07911730914412303, 0.026372436381374344, 0.026372436381374344, 0.026372436381374344, 0.5274487276274868, 0.026372436381374344, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.5174021774684505, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.028744565414913915, 0.09711854353251051, 0.012139817941563814, 0.012139817941563814, 0.012139817941563814, 0.6312705329613183, 0.012139817941563814, 0.012139817941563814, 0.012139817941563814, 0.012139817941563814, 0.07283890764938288, 0.012139817941563814, 0.012139817941563814, 0.012139817941563814, 0.012139817941563814, 0.012139817941563814, 0.024279635883127627, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.16227792052887008, 0.48683376158661024, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.023182560075552867, 0.011366543344134377, 0.011366543344134377, 0.011366543344134377, 0.011366543344134377, 0.011366543344134377, 0.2500639535709563, 0.2727970402592251, 0.011366543344134377, 0.011366543344134377, 0.011366543344134377, 0.011366543344134377, 0.3182632136357626, 0.011366543344134377, 0.011366543344134377, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.5055633763654946, 0.031597711022843415, 0.031597711022843415, 0.031597711022843415, 0.17118793313168332, 0.005706264437722777, 0.034237586626336663, 0.005706264437722777, 0.034237586626336663, 0.08559396656584166, 0.028531322188613886, 0.005706264437722777, 0.005706264437722777, 0.005706264437722777, 0.05706264437722777, 0.034237586626336663, 0.005706264437722777, 0.4565011550178222, 0.005706264437722777, 0.005706264437722777, 0.005706264437722777, 0.028531322188613886, 0.005706264437722777, 0.005706264437722777, 0.36467670129018886, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.040519633476687654, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.4670207100601258, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.033358622147151844, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.4356653617173074, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.03351272013210057, 0.037439391380467736, 0.037439391380467736, 0.26207573966327413, 0.037439391380467736, 0.037439391380467736, 0.07487878276093547, 0.037439391380467736, 0.037439391380467736, 0.037439391380467736, 0.037439391380467736, 0.037439391380467736, 0.07487878276093547, 0.037439391380467736, 0.037439391380467736, 0.037439391380467736, 0.037439391380467736, 0.19528831520613235, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.412275332101835, 0.043397403379140526, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.021698701689570263, 0.02432388293226709, 0.02432388293226709, 0.02432388293226709, 0.02432388293226709, 0.02432388293226709, 0.02432388293226709, 0.02432388293226709, 0.02432388293226709, 0.02432388293226709, 0.6080970733066773, 0.02432388293226709, 0.02432388293226709, 0.038979456997351156, 0.002292909235138303, 0.16279655569481952, 0.002292909235138303, 0.002292909235138303, 0.011464546175691516, 0.002292909235138303, 0.022929092351383032, 0.03210072929193625, 0.002292909235138303, 0.08483764170011722, 0.002292909235138303, 0.004585818470276606, 0.002292909235138303, 0.018343273881106424, 0.03668654776221285, 0.5480053071980545, 0.01375745541082982, 0.011788604653827285, 0.011788604653827285, 0.011788604653827285, 0.011788604653827285, 0.011788604653827285, 0.02357720930765457, 0.011788604653827285, 0.011788604653827285, 0.04715441861530914, 0.011788604653827285, 0.011788604653827285, 0.011788604653827285, 0.011788604653827285, 0.011788604653827285, 0.7544706978449462, 0.01232710680251157, 0.006163553401255785, 0.18490660203767356, 0.006163553401255785, 0.04930842721004628, 0.006163553401255785, 0.006163553401255785, 0.006163553401255785, 0.006163553401255785, 0.006163553401255785, 0.5300655925079976, 0.006163553401255785, 0.13559817482762726, 0.006163553401255785, 0.006163553401255785, 0.018017908318031413, 0.018017908318031413, 0.09008954159015706, 0.018017908318031413, 0.018017908318031413, 0.018017908318031413, 0.018017908318031413, 0.2522507164524398, 0.39639398299669104, 0.018017908318031413, 0.018017908318031413, 0.018017908318031413, 0.018017908318031413, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.4370211976116131, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.031215799829400936, 0.027697728248132124, 0.13848864124066063, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.027697728248132124, 0.3600704672257176, 0.05539545649626425, 0.027697728248132124, 0.027697728248132124, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.4553161137469817, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.032522579553355836, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.40072184964819785, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.03642925905892708, 0.015065931448663928, 0.09039558869198358, 0.015065931448663928, 0.015065931448663928, 0.6629009837412129, 0.015065931448663928, 0.015065931448663928, 0.015065931448663928, 0.015065931448663928, 0.015065931448663928, 0.015065931448663928, 0.015065931448663928, 0.015065931448663928, 0.015065931448663928, 0.017907959322010076, 0.017907959322010076, 0.017907959322010076, 0.19698755254211084, 0.017907959322010076, 0.5014228610162821, 0.017907959322010076, 0.017907959322010076, 0.03581591864402015, 0.017907959322010076, 0.017907959322010076, 0.017907959322010076, 0.017907959322010076, 0.09289447250159552, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.015482412083599253, 0.665743719594768, 0.015482412083599253, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.6367507399877461, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.02195692206854297, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.027824554239788687, 0.528666530555985, 0.027824554239788687, 0.027824554239788687, 0.03347619029873939, 0.03347619029873939, 0.4686666641823514, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.03347619029873939, 0.15804727076981454, 0.011289090769272467, 0.011289090769272467, 0.011289090769272467, 0.011289090769272467, 0.011289090769272467, 0.011289090769272467, 0.2709381784625392, 0.011289090769272467, 0.2822272692318117, 0.011289090769272467, 0.0338672723078174, 0.011289090769272467, 0.011289090769272467, 0.011289090769272467, 0.10160181692345222, 0.011289090769272467, 0.03766535528353069, 0.03766535528353069, 0.03766535528353069, 0.03766535528353069, 0.33898819755177617, 0.03766535528353069, 0.03766535528353069, 0.03766535528353069, 0.03766535528353069, 0.03766535528353069, 0.03766535528353069, 0.03766535528353069, 0.07533071056706138, 0.03766535528353069, 0.2317863401301028, 0.009271453605204111, 0.11125744326244934, 0.009271453605204111, 0.009271453605204111, 0.009271453605204111, 0.046357268026020554, 0.009271453605204111, 0.009271453605204111, 0.20397197931449046, 0.009271453605204111, 0.009271453605204111, 0.046357268026020554, 0.009271453605204111, 0.11125744326244934, 0.009271453605204111, 0.009271453605204111, 0.009271453605204111, 0.10198598965724523, 0.009271453605204111, 0.006624269773910534, 0.07286696751301587, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.04636988841737374, 0.05299415819128427, 0.695548326260606, 0.03312134886955267, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.006624269773910534, 0.03337727387410455, 0.03337727387410455, 0.03337727387410455, 0.03337727387410455, 0.03337727387410455, 0.03337727387410455, 0.46728183423746367, 0.03337727387410455, 0.03337727387410455, 0.03337727387410455, 0.03337727387410455, 0.03337727387410455, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.09535920298622942, 0.6947599074711001, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.01362274328374706, 0.014153376396433581, 0.1556871403607694, 0.11322701117146865, 0.014153376396433581, 0.014153376396433581, 0.014153376396433581, 0.014153376396433581, 0.056613505585734324, 0.3962945391001403, 0.014153376396433581, 0.014153376396433581, 0.014153376396433581, 0.014153376396433581, 0.028306752792867162, 0.014153376396433581, 0.014153376396433581, 0.04246012918930074, 0.4307321190017733, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.03313323992321333, 0.025646511977121696, 0.025646511977121696, 0.23081860779409527, 0.025646511977121696, 0.025646511977121696, 0.15387907186273017, 0.025646511977121696, 0.025646511977121696, 0.025646511977121696, 0.025646511977121696, 0.025646511977121696, 0.20517209581697357, 0.025646511977121696, 0.025646511977121696, 0.025646511977121696, 0.5050441827120629, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.0297084813360037, 0.016255258058863974, 0.016255258058863974, 0.0650210322354559, 0.14629732252977576, 0.016255258058863974, 0.048765774176591926, 0.016255258058863974, 0.016255258058863974, 0.22757361282409563, 0.1300420644709118, 0.016255258058863974, 0.016255258058863974, 0.16255258058863975, 0.016255258058863974, 0.016255258058863974, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.6459664053855871, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.022274703633985763, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.45912476854249995, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.03279462632446428, 0.025232015351972743, 0.025232015351972743, 0.6055683684473459, 0.025232015351972743, 0.025232015351972743, 0.025232015351972743, 0.025232015351972743, 0.025232015351972743, 0.025232015351972743, 0.025232015351972743, 0.025232015351972743, 0.021970853835947112, 0.021970853835947112, 0.6591256150784134, 0.021970853835947112, 0.021970853835947112, 0.021970853835947112, 0.021970853835947112, 0.021970853835947112, 0.021970853835947112, 0.021970853835947112, 0.021970853835947112, 0.021970853835947112, 0.029602382483829216, 0.029602382483829216, 0.5328428847089259, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.029602382483829216, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.044979903322076346, 0.26987941993245806, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.515493212971753, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.030323130174809, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.017856141580446017, 0.7142456632178407, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.31618873510218365, 0.021079249006812243, 0.021079249006812243, 0.021079249006812243, 0.21079249006812245, 0.021079249006812243, 0.1475547430476857, 0.04436511158620603, 0.2661906695172362, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.04436511158620603, 0.12788004454167165, 0.3836401336250149, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.03197001113541791, 0.21660276121633437, 0.2953674016586378, 0.019691160110575853, 0.019691160110575853, 0.019691160110575853, 0.039382320221151706, 0.019691160110575853, 0.15752928088460683, 0.019691160110575853, 0.019691160110575853, 0.019691160110575853, 0.019691160110575853, 0.019691160110575853, 0.019691160110575853, 0.019691160110575853, 0.026684295887864275, 0.026684295887864275, 0.5603702136451498, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.026684295887864275, 0.0390594408596466, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.6444807741841689, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.0195297204298233, 0.002502959660947262, 0.005005919321894524, 0.2853374013479879, 0.002502959660947262, 0.002502959660947262, 0.002502959660947262, 0.002502959660947262, 0.002502959660947262, 0.002502959660947262, 0.14016574101304669, 0.002502959660947262, 0.1727042166053611, 0.30285811897461873, 0.06507695118462882, 0.002502959660947262, 0.03221684758311166, 0.03221684758311166, 0.03221684758311166, 0.03221684758311166, 0.03221684758311166, 0.03221684758311166, 0.03221684758311166, 0.03221684758311166, 0.03221684758311166, 0.48325271374667494, 0.03221684758311166, 0.03221684758311166, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.5906817982120075, 0.025681817313565544, 0.025681817313565544, 0.025681817313565544, 0.004205035085178598, 0.004205035085178598, 0.058870491192500374, 0.01682014034071439, 0.004205035085178598, 0.004205035085178598, 0.386863227836431, 0.004205035085178598, 0.07569063153321477, 0.004205035085178598, 0.058870491192500374, 0.01682014034071439, 0.004205035085178598, 0.04205035085178598, 0.008410070170357196, 0.004205035085178598, 0.07989566661839337, 0.01682014034071439, 0.18922657883303692, 0.043104374584779316, 0.01796015607699138, 0.003592031215398276, 0.06106453066177069, 0.025144218507787933, 0.007184062430796552, 0.33405890303203967, 0.05388046823097414, 0.010776093646194829, 0.003592031215398276, 0.050288437015575865, 0.007184062430796552, 0.025144218507787933, 0.043104374584779316, 0.003592031215398276, 0.06824859309256724, 0.18678562320071035, 0.028736249723186207, 0.014368124861593104, 0.014766171502903415, 0.07875291468215155, 0.02132891439308271, 0.14930240075157897, 0.026250971560717182, 0.022969600115627535, 0.019688228670537888, 0.09269874332378254, 0.024610285838172357, 0.001640685722544824, 0.06562742890179296, 0.16899062942211687, 0.027071314421989595, 0.027071314421989595, 0.022149257254355122, 0.018047542947993062, 0.000820342861272412, 0.003281371445089648, 0.09926148621396184, 0.04265782878616542, 0.000820342861272412, 0.057424000289068834, 0.013125485780358591, 0.0475492062630076, 0.0475492062630076, 0.237746031315038, 0.0475492062630076, 0.0475492062630076, 0.0475492062630076, 0.0475492062630076, 0.0475492062630076, 0.0475492062630076, 0.0475492062630076, 0.0475492062630076, 0.0475492062630076, 0.029455719230310897, 0.029455719230310897, 0.11782287692124359, 0.058911438460621794, 0.029455719230310897, 0.029455719230310897, 0.029455719230310897, 0.029455719230310897, 0.3829243499940417, 0.029455719230310897, 0.029455719230310897, 0.029455719230310897, 0.029455719230310897, 0.029455719230310897, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.013695344824749928, 0.7806346550107459, 0.011903569182093742, 0.16664996854931238, 0.011903569182093742, 0.011903569182093742, 0.011903569182093742, 0.011903569182093742, 0.4761427672837497, 0.011903569182093742, 0.04761427672837497, 0.011903569182093742, 0.011903569182093742, 0.14284283018512492, 0.011903569182093742, 0.011903569182093742, 0.011903569182093742, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.0332387274491094, 0.498580911736641, 0.0332387274491094, 0.1124293284641743, 0.007026833029010894, 0.007026833029010894, 0.028107332116043576, 0.05621466423208715, 0.007026833029010894, 0.42160998174065367, 0.007026833029010894, 0.007026833029010894, 0.007026833029010894, 0.04918783120307626, 0.007026833029010894, 0.007026833029010894, 0.2318854899573595, 0.007026833029010894, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.5342786535653753, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.028119929135019754, 0.026558182914028016, 0.026558182914028016, 0.026558182914028016, 0.026558182914028016, 0.026558182914028016, 0.5311636582805603, 0.026558182914028016, 0.026558182914028016, 0.026558182914028016, 0.026558182914028016, 0.026558182914028016, 0.05311636582805603, 0.026558182914028016, 0.026558182914028016, 0.05771545005502719, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.7791585757428672, 0.007214431256878399, 0.0432865875412704, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.007214431256878399, 0.021343217743137795, 0.021343217743137795, 0.021343217743137795, 0.3628347016333425, 0.021343217743137795, 0.021343217743137795, 0.021343217743137795, 0.021343217743137795, 0.021343217743137795, 0.08537287097255118, 0.021343217743137795, 0.021343217743137795, 0.021343217743137795, 0.021343217743137795, 0.021343217743137795, 0.23477539517451573, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.2690760934731806, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.04484601557886343, 0.4947732159588562, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.030923325997428513, 0.002856925699773531, 0.8542207842322858, 0.002856925699773531, 0.002856925699773531, 0.002856925699773531, 0.002856925699773531, 0.002856925699773531, 0.10284932519184713, 0.002856925699773531, 0.002856925699773531, 0.002856925699773531, 0.002856925699773531, 0.002856925699773531, 0.002856925699773531, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.1583708217639447, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.580693013134464, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.008798378986885817, 0.12317730581640143, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.7906370495533893, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.01216364691620599, 0.02432729383241198, 0.07043885379138266, 0.011739808965230445, 0.011739808965230445, 0.18783694344368712, 0.011739808965230445, 0.011739808965230445, 0.5635108303310613, 0.011739808965230445, 0.011739808965230445, 0.011739808965230445, 0.011739808965230445, 0.011739808965230445, 0.011739808965230445, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.5602352947585233, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.0266778711789773, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.13828179926650597, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.027656359853301192, 0.3871890379462167, 0.17687328319070772, 0.010404310775923983, 0.010404310775923983, 0.010404310775923983, 0.1872775939666317, 0.010404310775923983, 0.010404310775923983, 0.09363879698331586, 0.010404310775923983, 0.17687328319070772, 0.07283017543146789, 0.04161724310369593, 0.010404310775923983, 0.010404310775923983, 0.11444741853516383, 0.010404310775923983, 0.010404310775923983, 0.0030550186371537083, 0.04582527955730563, 0.0366602236458445, 0.0030550186371537083, 0.0030550186371537083, 0.006110037274307417, 0.0030550186371537083, 0.0030550186371537083, 0.05499033546876675, 0.0030550186371537083, 0.009165055911461125, 0.006110037274307417, 0.0030550186371537083, 0.3940974041928284, 0.09165055911461126, 0.04582527955730563, 0.0030550186371537083, 0.24745650960945037, 0.024440149097229667, 0.009165055911461125, 0.01624101624924751, 0.11774736780704444, 0.004060254062311877, 0.1055666056201088, 0.004060254062311877, 0.048723048747742526, 0.012180762186935631, 0.004060254062311877, 0.004060254062311877, 0.01624101624924751, 0.31669981686032644, 0.02842177843618314, 0.004060254062311877, 0.004060254062311877, 0.004060254062311877, 0.01624101624924751, 0.004060254062311877, 0.15428965436785133, 0.004060254062311877, 0.1258678759316682, 0.009392567266987626, 0.009392567266987626, 0.8453310540288864, 0.009392567266987626, 0.009392567266987626, 0.009392567266987626, 0.009392567266987626, 0.009392567266987626, 0.009392567266987626, 0.009392567266987626, 0.009392567266987626, 0.009392567266987626, 0.11086957819679656, 0.003190491458900621, 0.023928685941754655, 0.0007976228647251552, 0.03429778318318167, 0.050250240477684775, 0.03350016031845652, 0.019142948753403725, 0.0007976228647251552, 0.0007976228647251552, 0.05663122339548601, 0.1172505611145978, 0.017547703023953413, 0.010369097241427016, 0.29831095140720804, 0.10448859527899533, 0.0231310630770295, 0.008773851511976707, 0.0007976228647251552, 0.0007976228647251552, 0.02153581734757919, 0.0007976228647251552, 0.03509540604790683, 0.027119177400655274, 0.09772236674545248, 0.03257412224848416, 0.03257412224848416, 0.06514824449696832, 0.03257412224848416, 0.03257412224848416, 0.03257412224848416, 0.06514824449696832, 0.2605929779878733, 0.03257412224848416, 0.03257412224848416, 0.03257412224848416, 0.03257412224848416, 0.03257412224848416, 0.03257412224848416, 0.03257412224848416, 0.03257412224848416, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.576788293511647, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.02507775189181074, 0.013502055912576975, 0.08101233547546186, 0.013502055912576975, 0.013502055912576975, 0.013502055912576975, 0.013502055912576975, 0.013502055912576975, 0.013502055912576975, 0.013502055912576975, 0.013502055912576975, 0.12151850321319277, 0.013502055912576975, 0.013502055912576975, 0.5805884042408099, 0.013502055912576975, 0.013502055912576975, 0.14908932215936882, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.38763223761435894, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.029817864431873765, 0.11298666587320762, 0.004035238066900272, 0.02421142840140163, 0.004035238066900272, 0.0726342852042049, 0.03631714260210245, 0.004035238066900272, 0.004035238066900272, 0.004035238066900272, 0.004035238066900272, 0.004035238066900272, 0.03631714260210245, 0.004035238066900272, 0.004035238066900272, 0.08070476133800544, 0.03631714260210245, 0.5568628532322375, 0.005431637616511126, 0.021726550466044502, 0.005431637616511126, 0.021726550466044502, 0.005431637616511126, 0.010863275233022251, 0.005431637616511126, 0.016294912849533376, 0.027158188082555625, 0.04888473854860013, 0.005431637616511126, 0.043453100932089005, 0.016294912849533376, 0.038021463315577875, 0.24985533035951177, 0.20097059181091165, 0.05431637616511125, 0.16294912849533377, 0.043453100932089005, 0.018495398128849178, 0.018495398128849178, 0.018495398128849178, 0.09247699064424589, 0.018495398128849178, 0.018495398128849178, 0.018495398128849178, 0.14796318503079342, 0.036990796257698355, 0.018495398128849178, 0.40689875883468185, 0.018495398128849178, 0.018495398128849178, 0.055486194386547526, 0.018495398128849178, 0.018495398128849178, 0.006776776374770863, 0.006776776374770863, 0.02710710549908345, 0.006776776374770863, 0.006776776374770863, 0.18974973849358417, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.006776776374770863, 0.03388388187385431, 0.6370169792284611, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.0323807855976207, 0.45333099836668983, 0.0323807855976207, 0.3339619017147, 0.025689377054976925, 0.24404908202228076, 0.012844688527488463, 0.05137875410995385, 0.012844688527488463, 0.025689377054976925, 0.012844688527488463, 0.08991281969241924, 0.012844688527488463, 0.012844688527488463, 0.05137875410995385, 0.012844688527488463, 0.012844688527488463, 0.012844688527488463, 0.012844688527488463, 0.012844688527488463, 0.012844688527488463, 0.5550769529085343, 0.010883861821735967, 0.1632579273260395, 0.010883861821735967, 0.010883861821735967, 0.10883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.010883861821735967, 0.6382399215051793, 0.030392377214532345, 0.015196188607266172, 0.015196188607266172, 0.015196188607266172, 0.015196188607266172, 0.015196188607266172, 0.06078475442906469, 0.015196188607266172, 0.06078475442906469, 0.015196188607266172, 0.015196188607266172, 0.015196188607266172, 0.0032768533641874087, 0.20971861530799416, 0.05898336055537335, 0.09175189419724744, 0.04259909373443631, 0.013107413456749635, 0.0032768533641874087, 0.0032768533641874087, 0.0032768533641874087, 0.13762784129587116, 0.006553706728374817, 0.26870197586336747, 0.02293797354931186, 0.0032768533641874087, 0.02293797354931186, 0.06553706728374817, 0.0032768533641874087, 0.029491680277686675, 0.0032768533641874087, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.37817992962589675, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.037817992962589676, 0.010183258043296678, 0.010183258043296678, 0.1934819028226369, 0.010183258043296678, 0.010183258043296678, 0.010183258043296678, 0.010183258043296678, 0.010183258043296678, 0.29531448325560367, 0.010183258043296678, 0.010183258043296678, 0.010183258043296678, 0.04073303217318671, 0.24439819303912028, 0.08146606434637342, 0.010183258043296678, 0.010183258043296678, 0.019257614310246054, 0.019257614310246054, 0.057772842930738165, 0.019257614310246054, 0.019257614310246054, 0.019257614310246054, 0.019257614310246054, 0.057772842930738165, 0.019257614310246054, 0.019257614310246054, 0.019257614310246054, 0.019257614310246054, 0.6355012722381198, 0.019257614310246054, 0.0034695454293771607, 0.09714727202256049, 0.0034695454293771607, 0.027756363435017285, 0.006939090858754321, 0.013878181717508643, 0.0034695454293771607, 0.0034695454293771607, 0.09367772659318334, 0.0034695454293771607, 0.05551272687003457, 0.0034695454293771607, 0.010408636288131481, 0.031225908864394445, 0.0034695454293771607, 0.0034695454293771607, 0.0034695454293771607, 0.6210486318585118, 0.003623528773799747, 0.018117643868998733, 0.1087058632139924, 0.003623528773799747, 0.003623528773799747, 0.018117643868998733, 0.16305879482098862, 0.003623528773799747, 0.19204702501138657, 0.15218820849958936, 0.025364701416598228, 0.04348234528559696, 0.003623528773799747, 0.003623528773799747, 0.003623528773799747, 0.08696469057119392, 0.003623528773799747, 0.15218820849958936, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.03497403938119998, 0.41968847257439973, 0.03497403938119998, 0.03497403938119998, 0.07329574931158903, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.014659149862317805, 0.6743208936666191, 0.014659149862317805, 0.014659149862317805, 0.02239220366421833, 0.011196101832109165, 0.08956881465687332, 0.5598050916054582, 0.011196101832109165, 0.011196101832109165, 0.12315712015320081, 0.011196101832109165, 0.011196101832109165, 0.011196101832109165, 0.011196101832109165, 0.011196101832109165, 0.011196101832109165, 0.011196101832109165, 0.011196101832109165, 0.011196101832109165, 0.06717661099265498, 0.04473868485908496, 0.014912894953028319, 0.13421605457725488, 0.5666900082150761, 0.059651579812113276, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.014912894953028319, 0.02586158934219219, 0.02586158934219219, 0.5172317868438437, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.02586158934219219, 0.07758476802657656, 0.02586158934219219, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.5278601246721745, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.029325562481787467, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.5884176961523541, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.013373129458008047, 0.20059694187012073, 0.028768631762478108, 0.3308392652684982, 0.007192157940619527, 0.007192157940619527, 0.007192157940619527, 0.007192157940619527, 0.5394118455464645, 0.007192157940619527, 0.007192157940619527, 0.007192157940619527, 0.007192157940619527, 0.003690528945729171, 0.8820364180292719, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.0627389920773959, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.003690528945729171, 0.007345127509218307, 0.3966368854977886, 0.007345127509218307, 0.007345127509218307, 0.007345127509218307, 0.007345127509218307, 0.49946867062684486, 0.007345127509218307, 0.007345127509218307, 0.007345127509218307, 0.007345127509218307, 0.007345127509218307, 0.007345127509218307, 0.020727944912651626, 0.20727944912651627, 0.020727944912651626, 0.020727944912651626, 0.020727944912651626, 0.020727944912651626, 0.497470677903639, 0.020727944912651626, 0.020727944912651626, 0.020727944912651626, 0.020727944912651626, 0.24658410387135887, 0.0060142464358868015, 0.07818520366652842, 0.0060142464358868015, 0.0060142464358868015, 0.2766553360507929, 0.0060142464358868015, 0.0060142464358868015, 0.0060142464358868015, 0.0060142464358868015, 0.21049862525603805, 0.04209972505120761, 0.0060142464358868015, 0.06615671079475481, 0.0060142464358868015, 0.0060142464358868015, 0.01938243358159903, 0.029073650372398542, 0.05330169234939733, 0.07268412593099637, 0.08237534272179588, 0.004845608395399758, 0.004845608395399758, 0.004845608395399758, 0.04845608395399757, 0.004845608395399758, 0.004845608395399758, 0.0339192587677983, 0.004845608395399758, 0.3101189373055845, 0.004845608395399758, 0.024228041976998786, 0.004845608395399758, 0.004845608395399758, 0.09206655951259539, 0.18413311902519078, 0.023597925340288275, 0.004719585068057655, 0.023597925340288275, 0.410603900921016, 0.06607419095280717, 0.004719585068057655, 0.004719585068057655, 0.004719585068057655, 0.004719585068057655, 0.004719585068057655, 0.004719585068057655, 0.004719585068057655, 0.004719585068057655, 0.09911128642921076, 0.10855045656532607, 0.00943917013611531, 0.15574630724590263, 0.042476265612518896, 0.005222723101908329, 0.0026113615509541646, 0.0026113615509541646, 0.020890892407633317, 0.6423949415347245, 0.013056807754770824, 0.018279530856679153, 0.0026113615509541646, 0.0026113615509541646, 0.0026113615509541646, 0.09923173893625827, 0.0026113615509541646, 0.018279530856679153, 0.0026113615509541646, 0.03133633861144998, 0.0026113615509541646, 0.0026113615509541646, 0.0026113615509541646, 0.0026113615509541646, 0.10445446203816659, 0.013056807754770824, 0.14361927947457678, 0.43684197506850436, 0.035904819868644196, 0.10771445960593258, 0.005984136644774032, 0.005984136644774032, 0.035904819868644196, 0.005984136644774032, 0.011968273289548064, 0.005984136644774032, 0.005984136644774032, 0.005984136644774032, 0.005984136644774032, 0.005984136644774032, 0.15558755276412484, 0.005984136644774032, 0.005984136644774032, 0.005984136644774032, 0.005984136644774032, 0.5653276825653145, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.09045242921045032, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.02261310730261258, 0.03198240507063952, 0.03198240507063952, 0.03198240507063952, 0.1918944304238371, 0.03198240507063952, 0.03198240507063952, 0.1599120253531976, 0.03198240507063952, 0.03198240507063952, 0.1599120253531976, 0.03198240507063952, 0.03198240507063952, 0.03198240507063952, 0.03198240507063952, 0.03198240507063952, 0.5043601297130402, 0.021015005404710012, 0.021015005404710012, 0.021015005404710012, 0.021015005404710012, 0.021015005404710012, 0.021015005404710012, 0.021015005404710012, 0.08406002161884005, 0.021015005404710012, 0.021015005404710012, 0.021015005404710012, 0.08406002161884005, 0.021015005404710012, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.5796491853368129, 0.025202138492904907, 0.025202138492904907, 0.025202138492904907, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.046768303085417136, 0.28060981851250283, 0.025106618112357117, 0.012553309056178559, 0.012553309056178559, 0.2887261082921068, 0.012553309056178559, 0.012553309056178559, 0.012553309056178559, 0.012553309056178559, 0.012553309056178559, 0.012553309056178559, 0.012553309056178559, 0.012553309056178559, 0.10042647244942847, 0.4142591988538924, 0.012553309056178559, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.029004222674644517, 0.5220760081436013, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.03977646514746468, 0.35798818632718216, 0.0022655297395175805, 0.047576124529869195, 0.0022655297395175805, 0.020389767655658225, 0.0022655297395175805, 0.0022655297395175805, 0.020389767655658225, 0.04531059479035161, 0.029451886613728547, 0.05663824348793951, 0.058903773227457094, 0.0022655297395175805, 0.009062118958070322, 0.20616320629609983, 0.1042143680178087, 0.027186356874210966, 0.0022655297395175805, 0.018124237916140644, 0.19030449811947678, 0.10194883827829113, 0.020389767655658225, 0.0022655297395175805, 0.027186356874210966, 0.014189127448312185, 0.014189127448312185, 0.7378346273122336, 0.014189127448312185, 0.04256738234493655, 0.014189127448312185, 0.014189127448312185, 0.014189127448312185, 0.014189127448312185, 0.014189127448312185, 0.014189127448312185, 0.014189127448312185, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.6728111961805161, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.020388218066076245, 0.06940323979096323, 0.004957374270783088, 0.004957374270783088, 0.20325234510210663, 0.02974424562469853, 0.5502685440569228, 0.004957374270783088, 0.004957374270783088, 0.004957374270783088, 0.004957374270783088, 0.004957374270783088, 0.07931798833252941, 0.004957374270783088, 0.004957374270783088, 0.004957374270783088, 0.004957374270783088, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.4826613295930609, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.030166333099566307, 0.025899639270007553, 0.003237454908750944, 0.009712364726252832, 0.04532436872251322, 0.003237454908750944, 0.003237454908750944, 0.003237454908750944, 0.03561200399626038, 0.003237454908750944, 0.003237454908750944, 0.04532436872251322, 0.003237454908750944, 0.13597310616753966, 0.25252148288257364, 0.003237454908750944, 0.003237454908750944, 0.019424729452505663, 0.04856182363126416, 0.18453492979880382, 0.07769891781002265, 0.03237454908750944, 0.02266218436125661, 0.02266218436125661, 0.012949819635003777, 0.04130642732210828, 0.061959640983162416, 0.07081101826647133, 0.0029504590944363055, 0.0029504590944363055, 0.09736515011639808, 0.0029504590944363055, 0.07376147736090763, 0.0029504590944363055, 0.09736515011639808, 0.174077086571742, 0.02065321366105414, 0.0029504590944363055, 0.0029504590944363055, 0.0029504590944363055, 0.017702754566617834, 0.20358167751610506, 0.03835596822767197, 0.0029504590944363055, 0.0029504590944363055, 0.06786055917203503, 0.008851377283308917, 0.08434549123402431, 0.16869098246804862, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.2811516374467477, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.028115163744674772, 0.0023381373795737805, 0.0023381373795737805, 0.21043236416164027, 0.0023381373795737805, 0.011690686897868903, 0.0023381373795737805, 0.07949667090550855, 0.0023381373795737805, 0.5658292458568549, 0.014028824277442684, 0.0023381373795737805, 0.0023381373795737805, 0.053777159730196956, 0.0023381373795737805, 0.009352549518295122, 0.0023381373795737805, 0.014028824277442684, 0.014028824277442684, 0.0031073822268402867, 0.02796644004156258, 0.05593288008312516, 0.02796644004156258, 0.0031073822268402867, 0.0031073822268402867, 0.07768455567100717, 0.059040262309965445, 0.0031073822268402867, 0.07457717344416688, 0.0031073822268402867, 0.021751675587882005, 0.0031073822268402867, 0.0031073822268402867, 0.5282549785628488, 0.0031073822268402867, 0.0031073822268402867, 0.09011408457836831, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.6132304037554277, 0.023585784759824143, 0.023585784759824143, 0.023585784759824143, 0.03260073242130252, 0.03260073242130252, 0.03260073242130252, 0.03260073242130252, 0.03260073242130252, 0.03260073242130252, 0.03260073242130252, 0.03260073242130252, 0.09780219726390757, 0.03260073242130252, 0.03260073242130252, 0.32600732421302525, 0.03260073242130252, 0.09780219726390757, 0.03260073242130252, 0.03260073242130252, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.013840578962929756, 0.7750724219240663, 0.013840578962929756, 0.013840578962929756, 0.022426261877300943, 0.24668888065031036, 0.022426261877300943, 0.022426261877300943, 0.022426261877300943, 0.08970504750920377, 0.022426261877300943, 0.022426261877300943, 0.08970504750920377, 0.022426261877300943, 0.24668888065031036, 0.022426261877300943, 0.022426261877300943, 0.022426261877300943, 0.022426261877300943, 0.010864343570985332, 0.260744245703648, 0.010864343570985332, 0.010864343570985332, 0.130372122851824, 0.010864343570985332, 0.010864343570985332, 0.010864343570985332, 0.010864343570985332, 0.228151214990692, 0.010864343570985332, 0.010864343570985332, 0.07605040499689733, 0.17382949713576532, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.43043359375826634, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0358694661465222, 0.0039006164776344125, 0.7606202131387104, 0.0039006164776344125, 0.0039006164776344125, 0.0039006164776344125, 0.0039006164776344125, 0.1287203437619356, 0.0039006164776344125, 0.0039006164776344125, 0.05070801420924736, 0.007801232955268825, 0.0039006164776344125, 0.0039006164776344125, 0.04570865587358429, 0.0009141731174716858, 0.0036566924698867432, 0.30533382123554303, 0.042051963403697545, 0.013712596762075287, 0.025596847289207202, 0.010055904292188543, 0.10604408162671555, 0.02833936664162226, 0.042966136521169235, 0.04662282899105598, 0.0009141731174716858, 0.0027425193524150573, 0.022854327936792145, 0.008227558057245172, 0.032910232228980686, 0.0009141731174716858, 0.15540942997018659, 0.011884250527131915, 0.016455116114490343, 0.07587636875014991, 0.12690552395245336, 0.007769725956272656, 0.018129360564636196, 0.0025899086520908853, 0.04402844708554505, 0.0025899086520908853, 0.0025899086520908853, 0.0025899086520908853, 0.0025899086520908853, 0.0025899086520908853, 0.08028716821481743, 0.0025899086520908853, 0.012949543260454426, 0.11136607203990806, 0.025899086520908852, 0.09582662012736275, 0.05697799034599947, 0.29006976903417914, 0.012949543260454426, 0.09323671147527186, 0.0025899086520908853, 0.0025899086520908853, 0.0020862996310785017, 0.14186837491333812, 0.02294929594186352, 0.0020862996310785017, 0.0020862996310785017, 0.0020862996310785017, 0.0041725992621570035, 0.010431498155392509, 0.0020862996310785017, 0.0020862996310785017, 0.027121895204020523, 0.1335231763890241, 0.0020862996310785017, 0.031294494466177526, 0.1210053786025531, 0.3901380310116798, 0.031294494466177526, 0.0020862996310785017, 0.06050268930127655, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.5494940199253905, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.027474700996269526, 0.02115835995268295, 0.02115835995268295, 0.02115835995268295, 0.6770675184858544, 0.02115835995268295, 0.02115835995268295, 0.02115835995268295, 0.02115835995268295, 0.02115835995268295, 0.02115835995268295, 0.02115835995268295, 0.02115835995268295, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.5472689358833317, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.027363446794166583, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.037563138220273073, 0.37563138220273073, 0.5665042964209646, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.02697639506766498, 0.01701441109328696, 0.01701441109328696, 0.01701441109328696, 0.20417293311944354, 0.01701441109328696, 0.01701441109328696, 0.01701441109328696, 0.01701441109328696, 0.01701441109328696, 0.06805764437314785, 0.01701441109328696, 0.2552161663993044, 0.01701441109328696, 0.18715852202615657, 0.03402882218657392, 0.01701441109328696, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.37634822748468094, 0.0376348227484681, 0.0376348227484681, 0.0376348227484681, 0.01824193987643793, 0.03648387975287586, 0.01824193987643793, 0.03648387975287586, 0.01824193987643793, 0.01824193987643793, 0.01824193987643793, 0.01824193987643793, 0.01824193987643793, 0.01824193987643793, 0.5837420760460138, 0.10945163925862758, 0.022944070773170067, 0.11472035386585033, 0.022944070773170067, 0.022944070773170067, 0.022944070773170067, 0.022944070773170067, 0.5506576985560816, 0.022944070773170067, 0.022944070773170067, 0.022944070773170067, 0.022944070773170067, 0.022944070773170067, 0.4014830271117288, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.03649845701015716, 0.025061524689583017, 0.07518457406874905, 0.025061524689583017, 0.025061524689583017, 0.025061524689583017, 0.025061524689583017, 0.025061524689583017, 0.025061524689583017, 0.025061524689583017, 0.3007382962749962, 0.025061524689583017, 0.025061524689583017, 0.22555372220624714, 0.025061524689583017, 0.025061524689583017, 0.3276403695087245, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.04095504618859056, 0.032471844786714534, 0.06494368957342907, 0.0024978342143626565, 0.0024978342143626565, 0.1273895449324955, 0.0024978342143626565, 0.0024978342143626565, 0.00749350264308797, 0.0024978342143626565, 0.0024978342143626565, 0.0024978342143626565, 0.0024978342143626565, 0.024978342143626566, 0.04496101585852782, 0.03496967900107719, 0.0024978342143626565, 0.08242852907396767, 0.03746751321543985, 0.3821686347974865, 0.0024978342143626565, 0.027476176357989223, 0.0024978342143626565, 0.027476176357989223, 0.07993069485960501, 0.01894738578170601, 0.2652634009438841, 0.01894738578170601, 0.01894738578170601, 0.01894738578170601, 0.11368431469023604, 0.01894738578170601, 0.01894738578170601, 0.01894738578170601, 0.01894738578170601, 0.01894738578170601, 0.01894738578170601, 0.01894738578170601, 0.13263170047194206, 0.01894738578170601, 0.18947385781706008, 0.023972180822351273, 0.527387978091728, 0.023972180822351273, 0.023972180822351273, 0.09588872328940509, 0.023972180822351273, 0.023972180822351273, 0.023972180822351273, 0.023972180822351273, 0.023972180822351273, 0.023972180822351273, 0.023972180822351273, 0.023972180822351273, 0.009550454786995066, 0.0573027287219704, 0.009550454786995066, 0.009550454786995066, 0.009550454786995066, 0.0286513643609852, 0.009550454786995066, 0.143256821804926, 0.1146054574439408, 0.0573027287219704, 0.2578622792488668, 0.009550454786995066, 0.009550454786995066, 0.009550454786995066, 0.12415591223093586, 0.038201819147980265, 0.009550454786995066, 0.0573027287219704, 0.03408172368241508, 0.1618881874914716, 0.025561292761811304, 0.004260215460301885, 0.004260215460301885, 0.004260215460301885, 0.004260215460301885, 0.23005163485630176, 0.05964301644422638, 0.004260215460301885, 0.025561292761811304, 0.1363268947296603, 0.004260215460301885, 0.10224517104724522, 0.10650538650754711, 0.004260215460301885, 0.004260215460301885, 0.07242366282513203, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.36888497837124984, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.03688849783712499, 0.04406111239966095, 0.2643666743979657, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.04406111239966095, 0.0006408561148021929, 0.8087604168803675, 0.0006408561148021929, 0.0006408561148021929, 0.0006408561148021929, 0.0006408561148021929, 0.004485992803615351, 0.1621365970449548, 0.0006408561148021929, 0.001922568344406579, 0.014739690640450437, 0.0006408561148021929, 0.0006408561148021929, 0.0006408561148021929, 0.0006408561148021929, 0.000984055927765605, 0.8590808249393731, 0.000984055927765605, 0.000984055927765605, 0.000984055927765605, 0.000984055927765605, 0.1190707672596382, 0.00787244742212484, 0.000984055927765605, 0.00196811185553121, 0.0007890763871775722, 0.8813983244773481, 0.0007890763871775722, 0.0007890763871775722, 0.02446136800250474, 0.0007890763871775722, 0.08364209704082265, 0.0007890763871775722, 0.0007890763871775722, 0.0007890763871775722, 0.0007890763871775722, 0.0007890763871775722, 0.0007890763871775722, 0.0007890763871775722, 0.017959876241881084, 0.017959876241881084, 0.017959876241881084, 0.646555544707719, 0.017959876241881084, 0.03591975248376217, 0.07183950496752434, 0.017959876241881084, 0.017959876241881084, 0.017959876241881084, 0.017959876241881084, 0.017959876241881084, 0.017959876241881084, 0.017959876241881084, 0.017959876241881084, 0.04343018926353907, 0.30401132484477345, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.04343018926353907, 0.08089146904812436, 0.04957864231981815, 0.020875217818870802, 0.0026094022273588503, 0.16439234032360756, 0.0026094022273588503, 0.0026094022273588503, 0.0678444579113301, 0.0026094022273588503, 0.0156564133641531, 0.0026094022273588503, 0.01304701113679425, 0.17222054700568412, 0.35226930069344475, 0.0026094022273588503, 0.0026094022273588503, 0.03392222895566505, 0.0026094022273588503, 0.0026094022273588503, 0.003592258383742367, 0.028738067069938936, 0.028738067069938936, 0.003592258383742367, 0.014369033534969468, 0.06106839252362024, 0.003592258383742367, 0.003592258383742367, 0.04669935898865077, 0.021553550302454202, 0.003592258383742367, 0.003592258383742367, 0.08980645959355918, 0.22631227817576913, 0.0646606509073626, 0.11495226827975574, 0.003592258383742367, 0.007184516767484734, 0.035922583837423666, 0.0646606509073626, 0.0323303254536813, 0.003592258383742367, 0.003592258383742367, 0.11136000989601337, 0.017961291918711833, 0.0021486353544479648, 0.0021486353544479648, 0.017189082835583718, 0.0021486353544479648, 0.0021486353544479648, 0.09024268488681453, 0.20412035867255668, 0.05156724850675116, 0.0021486353544479648, 0.0021486353544479648, 0.03008089496227151, 0.008594541417791859, 0.015040447481135755, 0.05156724850675116, 0.02148635354447965, 0.13751266268466975, 0.08164814346902266, 0.244944430407068, 0.01289181212668779, 0.01289181212668779, 0.038004895762824696, 0.038004895762824696, 0.07600979152564939, 0.30403916610259757, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.038004895762824696, 0.008499692081294573, 0.008499692081294573, 0.5269809090402635, 0.008499692081294573, 0.02549907624388372, 0.08499692081294573, 0.008499692081294573, 0.008499692081294573, 0.008499692081294573, 0.06799753665035659, 0.13599507330071317, 0.008499692081294573, 0.008499692081294573, 0.042498460406472864, 0.008499692081294573, 0.008499692081294573, 0.008499692081294573, 0.031923610486745704, 0.031923610486745704, 0.41500693632769414, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.06384722097349141, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.031923610486745704, 0.019132677859786666, 0.30612284575658666, 0.019132677859786666, 0.019132677859786666, 0.019132677859786666, 0.019132677859786666, 0.019132677859786666, 0.019132677859786666, 0.019132677859786666, 0.24872481217722667, 0.019132677859786666, 0.019132677859786666, 0.019132677859786666, 0.17219410073808, 0.008003628158940058, 0.3361523826754824, 0.008003628158940058, 0.008003628158940058, 0.008003628158940058, 0.008003628158940058, 0.008003628158940058, 0.008003628158940058, 0.02401088447682017, 0.4081850361059429, 0.008003628158940058, 0.016007256317880116, 0.008003628158940058, 0.10404716606622075, 0.008003628158940058, 0.05228272712468231, 0.013070681781170577, 0.013070681781170577, 0.013070681781170577, 0.013070681781170577, 0.28755499918575267, 0.05228272712468231, 0.03921204534351173, 0.013070681781170577, 0.026141363562341154, 0.11763613603053519, 0.013070681781170577, 0.013070681781170577, 0.24834295384224095, 0.013070681781170577, 0.01237937783955675, 0.17331128975379448, 0.01237937783955675, 0.01237937783955675, 0.01237937783955675, 0.01237937783955675, 0.01237937783955675, 0.544692624940497, 0.049517511358227, 0.01237937783955675, 0.01237937783955675, 0.03713813351867025, 0.01237937783955675, 0.0247587556791135, 0.01237937783955675, 0.03355863807572843, 0.6816598359132338, 0.002097414879733027, 0.002097414879733027, 0.008389659518932108, 0.014681904158131188, 0.05243537199332567, 0.004194829759466054, 0.002097414879733027, 0.002097414879733027, 0.1174552332650495, 0.002097414879733027, 0.002097414879733027, 0.002097414879733027, 0.06292244639199081, 0.00242984738994271, 0.012149236949713548, 0.029158168679312518, 0.029158168679312518, 0.01943877911954168, 0.06560587952845316, 0.043737253018968775, 0.00242984738994271, 0.021868626509484387, 0.00242984738994271, 0.026728321289369805, 0.09719389559770839, 0.00242984738994271, 0.046167100408911484, 0.00242984738994271, 0.029158168679312518, 0.01700893172959897, 0.2599936707238699, 0.021868626509484387, 0.1482206907865053, 0.01700893172959897, 0.09719389559770839, 0.009466277151426322, 0.1419941572713948, 0.009466277151426322, 0.047331385757131604, 0.5490440747827267, 0.009466277151426322, 0.12306160296854217, 0.009466277151426322, 0.009466277151426322, 0.009466277151426322, 0.018932554302852643, 0.009466277151426322, 0.009466277151426322, 0.009466277151426322, 0.1680421922641749, 0.021005274033021864, 0.021005274033021864, 0.021005274033021864, 0.021005274033021864, 0.021005274033021864, 0.021005274033021864, 0.021005274033021864, 0.4411107546934591, 0.021005274033021864, 0.021005274033021864, 0.021005274033021864, 0.021005274033021864, 0.06301582209906559, 0.006802462139238677, 0.02040738641771603, 0.06122215925314809, 0.006802462139238677, 0.06122215925314809, 0.034012310696193385, 0.006802462139238677, 0.006802462139238677, 0.006802462139238677, 0.006802462139238677, 0.251691099151831, 0.04081477283543206, 0.006802462139238677, 0.006802462139238677, 0.027209848556954706, 0.421752652632798, 0.006802462139238677, 0.006802462139238677, 0.0190227101528726, 0.0190227101528726, 0.0190227101528726, 0.0190227101528726, 0.0190227101528726, 0.0190227101528726, 0.0190227101528726, 0.20924981168159862, 0.0190227101528726, 0.0190227101528726, 0.0190227101528726, 0.0190227101528726, 0.49459046397468764, 0.0190227101528726, 0.025537330810639015, 0.025537330810639015, 0.5873586086446974, 0.025537330810639015, 0.025537330810639015, 0.025537330810639015, 0.025537330810639015, 0.025537330810639015, 0.025537330810639015, 0.025537330810639015, 0.025537330810639015, 0.025537330810639015, 0.01484549568692072, 0.01484549568692072, 0.01484549568692072, 0.01484549568692072, 0.40082838354685946, 0.01484549568692072, 0.01484549568692072, 0.01484549568692072, 0.01484549568692072, 0.17814594824304864, 0.01484549568692072, 0.01484549568692072, 0.01484549568692072, 0.01484549568692072, 0.01484549568692072, 0.08907297412152432, 0.11876396549536576, 0.0006360171433228113, 0.3409051888210269, 0.04006908002933711, 0.0006360171433228113, 0.0006360171433228113, 0.4108670745865361, 0.0006360171433228113, 0.13674368581440444, 0.0006360171433228113, 0.0012720342866456226, 0.0006360171433228113, 0.0025440685732912452, 0.0006360171433228113, 0.0006360171433228113, 0.0006360171433228113, 0.015264411439747471, 0.0006360171433228113, 0.04452120003259679, 0.015627472407630582, 0.0004223641191251509, 0.025341847147509054, 0.3176178175821135, 0.08827410089715654, 0.0004223641191251509, 0.0004223641191251509, 0.015205108288505433, 0.11403831216379075, 0.0004223641191251509, 0.09207537796928289, 0.0012670923573754526, 0.0008447282382503018, 0.0004223641191251509, 0.0004223641191251509, 0.0050683694295018105, 0.0004223641191251509, 0.05068369429501811, 0.10305684506653683, 0.0004223641191251509, 0.1668338270544346, 0.005441508713373232, 0.29384147052215454, 0.005441508713373232, 0.005441508713373232, 0.005441508713373232, 0.027207543566866162, 0.005441508713373232, 0.11427168298083788, 0.016324526140119696, 0.005441508713373232, 0.16324526140119697, 0.1197131916942111, 0.005441508713373232, 0.09794715684071818, 0.005441508713373232, 0.09794715684071818, 0.005441508713373232, 0.005441508713373232, 0.005962166264872882, 0.017886498794618646, 0.0655838289136017, 0.08943249397309323, 0.005962166264872882, 0.005962166264872882, 0.21463798553542376, 0.005962166264872882, 0.02981083132436441, 0.304070479508517, 0.005962166264872882, 0.011924332529745764, 0.14905415662182206, 0.047697330118983056, 0.005962166264872882, 0.005962166264872882, 0.005962166264872882, 0.0021625745240352913, 0.09407199179553517, 0.0021625745240352913, 0.5893015577996169, 0.0010812872620176456, 0.0010812872620176456, 0.004325149048070583, 0.0010812872620176456, 0.0010812872620176456, 0.043251490480705826, 0.0075690108341235195, 0.005406436310088228, 0.0010812872620176456, 0.0010812872620176456, 0.19355041990115857, 0.015138021668247039, 0.016219308930264683, 0.0075690108341235195, 0.00973158535815881, 0.003494483805823776, 0.06290070850482796, 0.15026280365042236, 0.003494483805823776, 0.003494483805823776, 0.003494483805823776, 0.003494483805823776, 0.04193380566988531, 0.11881244939800838, 0.020966902834942656, 0.06290070850482796, 0.003494483805823776, 0.0873620951455944, 0.02446138664076643, 0.04542828947570909, 0.2306359311843692, 0.12230693320383215, 0.020171427550758667, 0.05275604128659959, 0.02482637237016451, 0.021723075823893948, 0.0015516482731352818, 0.03568791028211148, 0.0341362620089762, 0.018619779277623382, 0.07913406192989939, 0.00775824136567641, 0.0015516482731352818, 0.03103296546270564, 0.0046549448194058455, 0.08068571020303467, 0.009309889638811691, 0.02482637237016451, 0.20481757205385723, 0.05896263437914071, 0.0031032965462705637, 0.10240878602692861, 0.03258461373584092, 0.1194769170314167, 0.01551648273135282, 0.010861537911946974, 0.014260834029134051, 0.014260834029134051, 0.014260834029134051, 0.014260834029134051, 0.028521668058268102, 0.014260834029134051, 0.014260834029134051, 0.12834750626220645, 0.014260834029134051, 0.5419116931070939, 0.0855650041748043, 0.014260834029134051, 0.014260834029134051, 0.014260834029134051, 0.014260834029134051, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.5055019175279818, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.029735406913410697, 0.0051191326150002055, 0.015357397845000616, 0.0051191326150002055, 0.0051191326150002055, 0.035833928305001435, 0.0051191326150002055, 0.08190612184000329, 0.0051191326150002055, 0.035833928305001435, 0.0051191326150002055, 0.046072193535001846, 0.0051191326150002055, 0.08702525445500349, 0.0051191326150002055, 0.0051191326150002055, 0.0051191326150002055, 0.0051191326150002055, 0.6296533116450252, 0.010856969209878968, 0.010856969209878968, 0.010856969209878968, 0.010856969209878968, 0.021713938419757935, 0.8142726907409226, 0.010856969209878968, 0.010856969209878968, 0.010856969209878968, 0.010856969209878968, 0.010856969209878968, 0.010856969209878968, 0.010856969209878968, 0.009955911882525226, 0.009955911882525226, 0.019911823765050452, 0.36836873965343336, 0.009955911882525226, 0.08960320694272704, 0.10951503070777749, 0.009955911882525226, 0.009955911882525226, 0.20907414953302975, 0.009955911882525226, 0.009955911882525226, 0.04977955941262613, 0.009955911882525226, 0.009955911882525226, 0.009955911882525226, 0.039823647530100904, 0.009955911882525226, 0.3510557695765771, 0.036953238902797586, 0.018476619451398793, 0.018476619451398793, 0.036953238902797586, 0.018476619451398793, 0.018476619451398793, 0.018476619451398793, 0.018476619451398793, 0.2956259112223807, 0.018476619451398793, 0.018476619451398793, 0.018476619451398793, 0.018476619451398793, 0.018476619451398793, 0.03492975104088922, 0.38760755993760937, 0.028169154065233237, 0.0011267661626093296, 0.0011267661626093296, 0.06760596975655978, 0.12169074556180759, 0.0011267661626093296, 0.056338308130466475, 0.0011267661626093296, 0.0011267661626093296, 0.0011267661626093296, 0.0011267661626093296, 0.015774726276530614, 0.056338308130466475, 0.0011267661626093296, 0.08450746219569971, 0.13859223800094753, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.17120488674770107, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.4402411373512313, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.024457840963957297, 0.30697682200132675, 0.019186051375082922, 0.36453497612657554, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.019186051375082922, 0.01715763918283762, 0.01715763918283762, 0.01715763918283762, 0.01715763918283762, 0.13726111346270095, 0.01715763918283762, 0.6176750105821543, 0.01715763918283762, 0.01715763918283762, 0.01715763918283762, 0.01715763918283762, 0.01715763918283762, 0.01715763918283762, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.025877122858017118, 0.5692967028763766, 0.025877122858017118, 0.025877122858017118, 0.019167965042449275, 0.019167965042449275, 0.6133748813583768, 0.019167965042449275, 0.019167965042449275, 0.019167965042449275, 0.019167965042449275, 0.019167965042449275, 0.09583982521224638, 0.019167965042449275, 0.019167965042449275, 0.019167965042449275, 0.019167965042449275, 0.019167965042449275, 0.019167965042449275, 0.0013171888068798255, 0.0013171888068798255, 0.6875725571912689, 0.0013171888068798255, 0.0013171888068798255, 0.09088602767470795, 0.013171888068798253, 0.1343532583017422, 0.0013171888068798255, 0.0013171888068798255, 0.05663911869583249, 0.0013171888068798255, 0.0013171888068798255, 0.20427592406377895, 0.05002675691357852, 0.004168896409464876, 0.004168896409464876, 0.17509364919752482, 0.21678261329217358, 0.004168896409464876, 0.004168896409464876, 0.004168896409464876, 0.02084448204732438, 0.03335117127571901, 0.07504013537036777, 0.016675585637859505, 0.008337792818929752, 0.10839130664608679, 0.004168896409464876, 0.05002675691357852, 0.23646847334145743, 0.008154085287636463, 0.008154085287636463, 0.008154085287636463, 0.008154085287636463, 0.008154085287636463, 0.6360186524356441, 0.008154085287636463, 0.008154085287636463, 0.008154085287636463, 0.008154085287636463, 0.008154085287636463, 0.008154085287636463, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.514703556507504, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.032168972281719, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.36516114051714477, 0.4300786766090816, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.008114692011492106, 0.08926161212641316, 0.008665748620426949, 0.2686382072332354, 0.008665748620426949, 0.008665748620426949, 0.008665748620426949, 0.008665748620426949, 0.19064646964939286, 0.025997245861280847, 0.008665748620426949, 0.008665748620426949, 0.008665748620426949, 0.008665748620426949, 0.39862443653963964, 0.008665748620426949, 0.008665748620426949, 0.06244389098089134, 0.0014191793404748033, 0.0014191793404748033, 0.06528224966184094, 0.0070958967023740166, 0.23416459117834254, 0.022706869447596853, 0.0014191793404748033, 0.21145772173074567, 0.0439945595547189, 0.025545228128546458, 0.0070958967023740166, 0.03831784219281969, 0.018449331426172444, 0.0014191793404748033, 0.0014191793404748033, 0.03406030417139528, 0.018449331426172444, 0.0014191793404748033, 0.1319836786641567, 0.028383586809496066, 0.03831784219281969, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.8373495972993098, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.006343557555297801, 0.05709201799768022, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.5133267713392934, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.03019569243172314, 0.0043542416306380565, 0.0043542416306380565, 0.0043542416306380565, 0.008708483261276113, 0.008708483261276113, 0.01306272489191417, 0.1306272489191417, 0.017416966522552226, 0.0043542416306380565, 0.08273059098212308, 0.0043542416306380565, 0.05660514119829474, 0.02612544978382834, 0.017416966522552226, 0.22642056479317896, 0.1828781484867984, 0.02612544978382834, 0.0696678660902089, 0.0043542416306380565, 0.07837634935148502, 0.021771208153190284, 0.0775043455973141, 0.015500869119462819, 0.015500869119462819, 0.4960278118228102, 0.015500869119462819, 0.13950782207516538, 0.015500869119462819, 0.015500869119462819, 0.015500869119462819, 0.015500869119462819, 0.04650260735838846, 0.015500869119462819, 0.015500869119462819, 0.015500869119462819, 0.015500869119462819, 0.0289426701939941, 0.2025986913579587, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.34731204232792917, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.0289426701939941, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.025652649715429597, 0.5900109434548808, 0.031069615332287578, 0.031069615332287578, 0.031069615332287578, 0.09320884599686273, 0.2796265379905882, 0.031069615332287578, 0.062139230664575155, 0.031069615332287578, 0.031069615332287578, 0.031069615332287578, 0.031069615332287578, 0.031069615332287578, 0.031069615332287578, 0.09320884599686273, 0.031069615332287578, 0.031069615332287578, 0.031069615332287578, 0.24663015370642685, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.5179233227834964, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.012331507685321342, 0.049326030741285366, 0.004218468987738867, 0.021092344938694337, 0.004218468987738867, 0.40497302282293124, 0.04640315886512754, 0.28263742217850407, 0.08436937975477735, 0.004218468987738867, 0.004218468987738867, 0.016873875950955467, 0.008436937975477734, 0.04218468987738867, 0.004218468987738867, 0.004218468987738867, 0.004218468987738867, 0.004218468987738867, 0.004218468987738867, 0.04218468987738867, 0.006896129061104134, 0.006896129061104134, 0.006896129061104134, 0.006896129061104134, 0.006896129061104134, 0.006896129061104134, 0.5103135505217059, 0.006896129061104134, 0.006896129061104134, 0.006896129061104134, 0.006896129061104134, 0.006896129061104134, 0.37239096929962323, 0.006896129061104134, 0.00045063765233918656, 0.006308927132748612, 0.014871042527193156, 0.09553518229590754, 0.0369522874918133, 0.00045063765233918656, 0.020278694355263395, 0.037402925144152485, 0.008111477742105359, 0.03650164983947411, 0.0018025506093567463, 0.00045063765233918656, 0.34608971699649527, 0.05768161949941588, 0.024334433226316076, 0.004957014175731052, 0.003154463566374306, 0.021179969659941768, 0.024785070878655262, 0.00045063765233918656, 0.01442040487485397, 0.018025506093567463, 0.04776759114795377, 0.030643360359064686, 0.1374444839634519, 0.004055738871052679, 0.006759564785087799, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.03521082537288958, 0.422529904474675, 0.03521082537288958, 0.03521082537288958, 0.5084594311900866, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.029909378305299213, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.5034629175556051, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.02961546573856501, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.6057877727297868, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.024231510909191473, 0.05743924421465469, 0.00906935434968232, 0.003023118116560773, 0.003023118116560773, 0.012092472466243093, 0.03023118116560773, 0.253941921791105, 0.003023118116560773, 0.003023118116560773, 0.003023118116560773, 0.06650859856433701, 0.012092472466243093, 0.05743924421465469, 0.10883225219618783, 0.25091880367454417, 0.003023118116560773, 0.11790160654587016, 0.038708958584531564, 0.34838062726078406, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.038708958584531564, 0.16029699370677758, 0.12823759496542209, 0.11755112871830356, 0.005343233123559253, 0.005343233123559253, 0.03740263186491477, 0.005343233123559253, 0.06411879748271104, 0.005343233123559253, 0.005343233123559253, 0.026716165617796266, 0.23510225743660712, 0.05877556435915178, 0.005343233123559253, 0.005343233123559253, 0.005343233123559253, 0.01602969937067776, 0.005343233123559253, 0.10152142934762581, 0.03412824052470112, 0.03412824052470112, 0.03412824052470112, 0.2388976836729078, 0.03412824052470112, 0.20476944314820672, 0.03412824052470112, 0.03412824052470112, 0.03412824052470112, 0.03412824052470112, 0.03412824052470112, 0.03412824052470112, 0.03412824052470112, 0.03412824052470112, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.23588123792857063, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.04717624758571413, 0.031534165895269674, 0.031534165895269674, 0.4730124884290451, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.031534165895269674, 0.032587759325436706, 0.0017151452276545636, 0.0017151452276545636, 0.0017151452276545636, 0.0017151452276545636, 0.027442323642473017, 0.0017151452276545636, 0.0017151452276545636, 0.0017151452276545636, 0.003430290455309127, 0.0017151452276545636, 0.02058174273185476, 0.025727178414818454, 0.8644331947379, 0.0017151452276545636, 0.0017151452276545636, 0.03194314199458129, 0.03194314199458129, 0.03194314199458129, 0.12777256797832515, 0.03194314199458129, 0.3194314199458128, 0.03194314199458129, 0.03194314199458129, 0.06388628398916257, 0.03194314199458129, 0.03194314199458129, 0.03194314199458129, 0.03194314199458129, 0.03194314199458129, 0.03194314199458129, 0.03194314199458129, 0.010614472991273566, 0.0026536182478183916, 0.037150655469457484, 0.042457891965094266, 0.037150655469457484, 0.05307236495636783, 0.0026536182478183916, 0.0026536182478183916, 0.0026536182478183916, 0.03980427371727587, 0.013268091239091957, 0.0026536182478183916, 0.0026536182478183916, 0.018575327734728742, 0.43519339264221624, 0.0026536182478183916, 0.0026536182478183916, 0.28393715251656787, 0.01259977837142691, 0.037799335114280734, 0.01259977837142691, 0.01259977837142691, 0.01259977837142691, 0.01259977837142691, 0.01259977837142691, 0.1133980053428422, 0.2393957890571113, 0.01259977837142691, 0.01259977837142691, 0.01259977837142691, 0.39059312951423425, 0.02519955674285382, 0.037799335114280734, 0.011594230213705104, 0.011594230213705104, 0.8115961149593574, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.011594230213705104, 0.004364830674320583, 0.004364830674320583, 0.8947902882357195, 0.004364830674320583, 0.004364830674320583, 0.004364830674320583, 0.004364830674320583, 0.004364830674320583, 0.004364830674320583, 0.004364830674320583, 0.0261889840459235, 0.004364830674320583, 0.004364830674320583, 0.004364830674320583, 0.004364830674320583, 0.017459322697282332, 0.008081867989281918, 0.002693955996427306, 0.33943845554984053, 0.002693955996427306, 0.024245603967845756, 0.002693955996427306, 0.002693955996427306, 0.002693955996427306, 0.002693955996427306, 0.15086153579992914, 0.14547362380707451, 0.002693955996427306, 0.29094724761414903, 0.002693955996427306, 0.002693955996427306, 0.002693955996427306, 0.010775823985709225, 0.2844009674286599, 0.01580005374603666, 0.01580005374603666, 0.01580005374603666, 0.01580005374603666, 0.01580005374603666, 0.4898016661271365, 0.01580005374603666, 0.01580005374603666, 0.01580005374603666, 0.01580005374603666, 0.01580005374603666, 0.010311489075595226, 0.07218042352916658, 0.010311489075595226, 0.010311489075595226, 0.010311489075595226, 0.010311489075595226, 0.010311489075595226, 0.11342637983154749, 0.40214807394821384, 0.08249191260476181, 0.010311489075595226, 0.010311489075595226, 0.010311489075595226, 0.09280340168035704, 0.09280340168035704, 0.010311489075595226, 0.025779112603467092, 0.025779112603467092, 0.10311645041386837, 0.025779112603467092, 0.025779112603467092, 0.025779112603467092, 0.025779112603467092, 0.025779112603467092, 0.4640240268624076, 0.025779112603467092, 0.025779112603467092, 0.025779112603467092, 0.025779112603467092, 0.025779112603467092, 0.02220136853803547, 0.02220136853803547, 0.02220136853803547, 0.02220136853803547, 0.02220136853803547, 0.02220136853803547, 0.06660410561410642, 0.02220136853803547, 0.02220136853803547, 0.02220136853803547, 0.5328328449128513, 0.02220136853803547, 0.02220136853803547, 0.02220136853803547, 0.02220136853803547, 0.0020284768295233025, 0.010142384147616512, 0.03245562927237284, 0.0020284768295233025, 0.024341721954279628, 0.0020284768295233025, 0.030427152442849537, 0.012170860977139814, 0.0020284768295233025, 0.014199337806663118, 0.087224503669502, 0.0020284768295233025, 0.01622781463618642, 0.0020284768295233025, 0.020284768295233024, 0.0020284768295233025, 0.0020284768295233025, 0.01622781463618642, 0.0020284768295233025, 0.5274039756760587, 0.00811390731809321, 0.09128145732854862, 0.0791105963514088, 0.00811390731809321, 0.006085430488569907, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.019589717627572143, 0.6856401169650249, 0.019589717627572143, 0.039179435255144286, 0.043211447415506705, 0.007201907902584451, 0.014403815805168902, 0.007201907902584451, 0.043211447415506705, 0.028807631610337805, 0.007201907902584451, 0.007201907902584451, 0.007201907902584451, 0.007201907902584451, 0.007201907902584451, 0.007201907902584451, 0.7706041455765362, 0.007201907902584451, 0.043599675971813696, 0.3051977318026959, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.043599675971813696, 0.008192071033885352, 0.0027306903446284504, 0.005461380689256901, 0.0027306903446284504, 0.04642173585868366, 0.0027306903446284504, 0.016384142067770703, 0.06280587792645437, 0.0027306903446284504, 0.05461380689256901, 0.0027306903446284504, 0.34133629307855634, 0.08465140068348197, 0.0027306903446284504, 0.0027306903446284504, 0.013653451723142253, 0.0027306903446284504, 0.2321086792934183, 0.04096035516942676, 0.06553656827108281, 0.0174482816622371, 0.0021810352077796377, 0.006543105623338914, 0.01962931687001674, 0.0021810352077796377, 0.0021810352077796377, 0.03271552811669457, 0.01090517603889819, 0.04143966894781312, 0.03053449290891493, 0.22900869681686198, 0.0021810352077796377, 0.0021810352077796377, 0.0021810352077796377, 0.01090517603889819, 0.18320695745348958, 0.0021810352077796377, 0.0021810352077796377, 0.18102592224570993, 0.03925863374003348, 0.16793971099903213, 0.01090517603889819, 0.0028359202520878185, 0.0028359202520878185, 0.031195122772966002, 0.028359202520878184, 0.0028359202520878185, 0.014179601260439092, 0.06522616579801982, 0.01701552151252691, 0.11910865058768837, 0.0028359202520878185, 0.0028359202520878185, 0.03686696327714164, 0.05955432529384418, 0.005671840504175637, 0.005671840504175637, 0.23538138092328892, 0.1843348163857082, 0.08791352781472236, 0.03686696327714164, 0.05104656453758073, 0.031162409657204727, 0.342786506229252, 0.031162409657204727, 0.031162409657204727, 0.031162409657204727, 0.031162409657204727, 0.031162409657204727, 0.031162409657204727, 0.18697445794322837, 0.031162409657204727, 0.031162409657204727, 0.031162409657204727, 0.031162409657204727, 0.031162409657204727, 0.14158380137099255, 0.00976440009455121, 0.02929320028365363, 0.0073233000709134076, 0.0024411000236378025, 0.17331810167828396, 0.04882200047275605, 0.0024411000236378025, 0.00976440009455121, 0.0024411000236378025, 0.11229060108733892, 0.0024411000236378025, 0.0073233000709134076, 0.0024411000236378025, 0.15378930148918155, 0.0024411000236378025, 0.0024411000236378025, 0.004882200047275605, 0.13426050130007913, 0.0024411000236378025, 0.0976440009455121, 0.0024411000236378025, 0.046380900449118245, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.5170201557954395, 0.030412950340908206, 0.030412950340908206, 0.030412950340908206, 0.030581410700948757, 0.030581410700948757, 0.030581410700948757, 0.030581410700948757, 0.030581410700948757, 0.030581410700948757, 0.030581410700948757, 0.030581410700948757, 0.4893025712151801, 0.030581410700948757, 0.030581410700948757, 0.02767070248525364, 0.02767070248525364, 0.02767070248525364, 0.02767070248525364, 0.02767070248525364, 0.02767070248525364, 0.05534140497050728, 0.02767070248525364, 0.02767070248525364, 0.02767070248525364, 0.02767070248525364, 0.5257433472198192, 0.02767070248525364, 0.02767070248525364, 0.027776978727427383, 0.027776978727427383, 0.027776978727427383, 0.027776978727427383, 0.027776978727427383, 0.027776978727427383, 0.027776978727427383, 0.027776978727427383, 0.4999856170936929, 0.055553957454854766, 0.027776978727427383, 0.027776978727427383, 0.027776978727427383, 0.02573502864724761, 0.02573502864724761, 0.02573502864724761, 0.18014520053073327, 0.02573502864724761, 0.02573502864724761, 0.02573502864724761, 0.02573502864724761, 0.02573502864724761, 0.02573502864724761, 0.02573502864724761, 0.02573502864724761, 0.41176045835596176, 0.03096005717857311, 0.06326620379969287, 0.029613967736026453, 0.029613967736026453, 0.001346089442546657, 0.06192011435714622, 0.014806983868013227, 0.043074862161493026, 0.016153073310559884, 0.001346089442546657, 0.07672709822515945, 0.001346089442546657, 0.010768715540373256, 0.013460894425466571, 0.025575699408386485, 0.026921788850933142, 0.008076536655279942, 0.04038268327639971, 0.06730447212733286, 0.03903659383385305, 0.021537431080746513, 0.3607519706025041, 0.010768715540373256, 0.004038268327639971, 0.007470919829788572, 0.007470919829788572, 0.07470919829788572, 0.05229643880852001, 0.007470919829788572, 0.007470919829788572, 0.1344765569361943, 0.007470919829788572, 0.007470919829788572, 0.007470919829788572, 0.007470919829788572, 0.007470919829788572, 0.014941839659577145, 0.007470919829788572, 0.007470919829788572, 0.612615426042663, 0.014941839659577145, 0.030916320157293856, 0.40191216204482016, 0.06183264031458771, 0.030916320157293856, 0.030916320157293856, 0.030916320157293856, 0.030916320157293856, 0.030916320157293856, 0.030916320157293856, 0.030916320157293856, 0.09274896047188157, 0.030916320157293856, 0.011421516374490065, 0.0685290982469404, 0.011421516374490065, 0.011421516374490065, 0.011421516374490065, 0.0342645491234702, 0.011421516374490065, 0.011421516374490065, 0.011421516374490065, 0.011421516374490065, 0.0342645491234702, 0.011421516374490065, 0.011421516374490065, 0.011421516374490065, 0.10279364737041059, 0.6053403678479735, 0.011421516374490065, 0.011322830542851834, 0.011322830542851834, 0.011322830542851834, 0.011322830542851834, 0.011322830542851834, 0.011322830542851834, 0.011322830542851834, 0.011322830542851834, 0.022645661085703667, 0.15851962759992566, 0.011322830542851834, 0.011322830542851834, 0.611432849313999, 0.011322830542851834, 0.011322830542851834, 0.045291322171407335, 0.012345998273147776, 0.012345998273147776, 0.012345998273147776, 0.012345998273147776, 0.012345998273147776, 0.012345998273147776, 0.012345998273147776, 0.17284397582406885, 0.2592659637361033, 0.03703799481944333, 0.012345998273147776, 0.0493839930925911, 0.02469199654629555, 0.012345998273147776, 0.012345998273147776, 0.012345998273147776, 0.28395796028239884, 0.11066301408047599, 0.11066301408047599, 0.036887671360158664, 0.18443835680079332, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.036887671360158664, 0.008720799566608527, 0.008720799566608527, 0.008720799566608527, 0.08720799566608527, 0.008720799566608527, 0.7761511614281589, 0.008720799566608527, 0.008720799566608527, 0.008720799566608527, 0.008720799566608527, 0.008720799566608527, 0.017441599133217054, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.5992348703397775, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.02496811959749073, 0.0034257423703977895, 0.030831681333580108, 0.0034257423703977895, 0.4967326437076795, 0.02398019659278453, 0.0034257423703977895, 0.0034257423703977895, 0.0034257423703977895, 0.0034257423703977895, 0.0685148474079558, 0.065089105037558, 0.0034257423703977895, 0.0034257423703977895, 0.020554454222386737, 0.0034257423703977895, 0.0034257423703977895, 0.2535049354094364, 0.04338036637329725, 0.3036625646130808, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.04338036637329725, 0.0077026675232090645, 0.0077026675232090645, 0.5083760565317982, 0.0077026675232090645, 0.0077026675232090645, 0.2772960308355263, 0.0077026675232090645, 0.10783734532492689, 0.0077026675232090645, 0.0077026675232090645, 0.0077026675232090645, 0.0077026675232090645, 0.0077026675232090645, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.0360678182018206, 0.43281381842184724, 0.0360678182018206, 0.005884903051257503, 0.052964127461317526, 0.005884903051257503, 0.005884903051257503, 0.4413677288443127, 0.04119432135880252, 0.005884903051257503, 0.005884903051257503, 0.005884903051257503, 0.005884903051257503, 0.07061883661509004, 0.09415844882012005, 0.005884903051257503, 0.005884903051257503, 0.03530941830754502, 0.011769806102515006, 0.005884903051257503, 0.005884903051257503, 0.17066218848646758, 0.011325069851091532, 0.011325069851091532, 0.43035265434147824, 0.011325069851091532, 0.011325069851091532, 0.011325069851091532, 0.32842702568165444, 0.011325069851091532, 0.0679504191065492, 0.011325069851091532, 0.011325069851091532, 0.011325069851091532, 0.011325069851091532, 0.011325069851091532, 0.04252755714805778, 0.2976929000364045, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.04252755714805778, 0.0036174310244945994, 0.018087155122472998, 0.0036174310244945994, 0.0036174310244945994, 0.11937522380832177, 0.0036174310244945994, 0.028939448195956795, 0.13022751688180556, 0.0036174310244945994, 0.0036174310244945994, 0.025322017171462194, 0.08320091356337578, 0.036174310244945995, 0.0036174310244945994, 0.0036174310244945994, 0.036174310244945995, 0.4775008952332871, 0.2082011624772781, 0.005478977959928371, 0.005478977959928371, 0.005478977959928371, 0.005478977959928371, 0.005478977959928371, 0.005478977959928371, 0.005478977959928371, 0.005478977959928371, 0.23559605227691996, 0.09314262531878231, 0.16436933879785112, 0.005478977959928371, 0.005478977959928371, 0.10410058123863905, 0.005478977959928371, 0.1314954710382809, 0.034985357533656024, 0.12244875136779608, 0.008746339383414006, 0.04373169691707003, 0.008746339383414006, 0.017492678766828012, 0.008746339383414006, 0.008746339383414006, 0.6297364356058084, 0.017492678766828012, 0.008746339383414006, 0.008746339383414006, 0.008746339383414006, 0.026239018150242016, 0.008746339383414006, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.4916241684271279, 0.030726510526695495, 0.030726510526695495, 0.030726510526695495, 0.004528098493443504, 0.004528098493443504, 0.06792147740165255, 0.004528098493443504, 0.02264049246721752, 0.004528098493443504, 0.2128206291918447, 0.004528098493443504, 0.004528098493443504, 0.575068508667325, 0.004528098493443504, 0.004528098493443504, 0.004528098493443504, 0.004528098493443504, 0.004528098493443504, 0.004528098493443504, 0.058865280414765554, 0.0031828111959429344, 0.0031828111959429344, 0.0031828111959429344, 0.044559356743201085, 0.006365622391885869, 0.6142825608169864, 0.0031828111959429344, 0.025462489567543475, 0.2546248956754348, 0.0031828111959429344, 0.0031828111959429344, 0.0031828111959429344, 0.0031828111959429344, 0.015914055979714674, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.4798972026873175, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.03199314684582117, 0.025253232685260127, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.7702235969004338, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.012626616342630063, 0.02056123676406962, 0.006853745588023207, 0.10965992940837131, 0.07539120146825527, 0.006853745588023207, 0.006853745588023207, 0.12336742058441771, 0.006853745588023207, 0.006853745588023207, 0.006853745588023207, 0.006853745588023207, 0.02056123676406962, 0.4523472088095316, 0.08909869264430169, 0.02056123676406962, 0.006853745588023207, 0.006853745588023207, 0.013707491176046414, 0.015865982146268182, 0.031731964292536365, 0.015865982146268182, 0.015865982146268182, 0.1903917857552182, 0.5553093751193864, 0.015865982146268182, 0.015865982146268182, 0.015865982146268182, 0.015865982146268182, 0.015865982146268182, 0.015865982146268182, 0.015865982146268182, 0.0008700281977398798, 0.017400563954797596, 0.24447792356490622, 0.022620733141236877, 0.0008700281977398798, 0.04089132529377435, 0.1774857523389355, 0.05307172006213267, 0.05655183285309219, 0.036541184305074956, 0.015660507559317836, 0.030450986920895793, 0.013050422966098197, 0.015660507559317836, 0.0008700281977398798, 0.0008700281977398798, 0.015660507559317836, 0.06525211483049098, 0.03219104331637555, 0.09135296076268738, 0.05394174825987255, 0.013050422966098197, 0.0020503370410406246, 0.03075505561560937, 0.0020503370410406246, 0.6868629087486092, 0.0020503370410406246, 0.02665438153352812, 0.0020503370410406246, 0.0020503370410406246, 0.010251685205203124, 0.08816449276474686, 0.010251685205203124, 0.0020503370410406246, 0.0020503370410406246, 0.0020503370410406246, 0.0020503370410406246, 0.06356044827225936, 0.0020503370410406246, 0.0020503370410406246, 0.05945977419017811, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.03565682759432985, 0.4278819311319582, 0.03565682759432985, 0.03565682759432985, 0.01073722975119382, 0.01073722975119382, 0.10737229751193819, 0.01073722975119382, 0.01073722975119382, 0.01073722975119382, 0.01073722975119382, 0.01073722975119382, 0.12884675701432582, 0.01073722975119382, 0.01073722975119382, 0.01073722975119382, 0.01073722975119382, 0.01073722975119382, 0.6120220958180477, 0.01073722975119382, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.34708411594337163, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.038564901771485735, 0.007207178610703734, 0.11891844707661162, 0.003603589305351867, 0.0648646074963336, 0.003603589305351867, 0.003603589305351867, 0.003603589305351867, 0.003603589305351867, 0.003603589305351867, 0.003603589305351867, 0.0324323037481668, 0.003603589305351867, 0.021621535832111204, 0.003603589305351867, 0.1297292149926672, 0.5765742888562987, 0.019881366439450814, 0.019881366439450814, 0.019881366439450814, 0.019881366439450814, 0.019881366439450814, 0.019881366439450814, 0.019881366439450814, 0.019881366439450814, 0.019881366439450814, 0.03976273287890163, 0.019881366439450814, 0.6560850925018767, 0.019881366439450814, 0.019881366439450814, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.5712254954196372, 0.02720121406760177, 0.02720121406760177, 0.02720121406760177, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.545618987344852, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.027280949367242603, 0.10761319313941275, 0.019928369099891253, 0.023914042919869503, 0.003985673819978251, 0.02789971673984775, 0.007971347639956501, 0.2152263862788255, 0.003985673819978251, 0.003985673819978251, 0.003985673819978251, 0.059785107299673755, 0.051813759659717254, 0.19131234335895603, 0.003985673819978251, 0.015942695279913002, 0.0717421287596085, 0.011957021459934752, 0.039856738199782506, 0.12754156223930402, 0.03546818450027774, 0.0025334417500198388, 0.02280097575017855, 0.0025334417500198388, 0.06080260200047613, 0.0912039030007142, 0.07093636900055549, 0.0025334417500198388, 0.25334417500198386, 0.0025334417500198388, 0.0025334417500198388, 0.0050668835000396775, 0.03800162625029758, 0.0025334417500198388, 0.030401301000238065, 0.0025334417500198388, 0.030401301000238065, 0.0025334417500198388, 0.32428054400253936, 0.01773409225013887, 0.07143984827182695, 0.004464990516989184, 0.017859962067956738, 0.004464990516989184, 0.16073965861161063, 0.06697485775483776, 0.16520464912859983, 0.004464990516989184, 0.25003946895139434, 0.004464990516989184, 0.004464990516989184, 0.004464990516989184, 0.004464990516989184, 0.03125493361892429, 0.004464990516989184, 0.17859962067956736, 0.004464990516989184, 0.004464990516989184, 0.12887158266752485, 0.00585779921216022, 0.05272019290944198, 0.00585779921216022, 0.00585779921216022, 0.07029359054592264, 0.2050229724256077, 0.01757339763648066, 0.00585779921216022, 0.00585779921216022, 0.18159177557696682, 0.00585779921216022, 0.10544038581888396, 0.00585779921216022, 0.12301378345536462, 0.00585779921216022, 0.04686239369728176, 0.00585779921216022, 0.1013913292869651, 0.06759421952464341, 0.06109477533958154, 0.0012998888370123732, 0.014298777207136106, 0.02079822139219797, 0.0012998888370123732, 0.025997776740247464, 0.0012998888370123732, 0.06889410836165578, 0.0012998888370123732, 0.014298777207136106, 0.0727937748726929, 0.0038996665110371197, 0.32237243157906853, 0.02469788790323509, 0.04939577580647018, 0.08969232975385374, 0.018198443718173224, 0.03769677627335882, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.2718540264255451, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.02265450220212876, 0.3851265374361889, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.181163418237984, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.0362326836475968, 0.2536287855331776, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.030664227879792904, 0.4292991903171007, 0.030664227879792904, 0.06132845575958581, 0.0033091083549587133, 0.0496366253243807, 0.04301840861446327, 0.0033091083549587133, 0.0033091083549587133, 0.00992732506487614, 0.016545541774793567, 0.2548013433318209, 0.0033091083549587133, 0.056254842034298126, 0.18531006787768795, 0.0033091083549587133, 0.013236433419834853, 0.02978197519462842, 0.0033091083549587133, 0.0033091083549587133, 0.0033091083549587133, 0.2945106435913255, 0.0033091083549587133, 0.0033091083549587133, 0.00992732506487614, 0.010737048735030542, 0.03221114620509163, 0.1288445848203665, 0.010737048735030542, 0.010737048735030542, 0.010737048735030542, 0.10737048735030542, 0.010737048735030542, 0.44021899813625226, 0.010737048735030542, 0.010737048735030542, 0.010737048735030542, 0.010737048735030542, 0.15031868229042758, 0.010737048735030542, 0.8055272757690274, 0.00821966607927579, 0.01643933215855158, 0.00821966607927579, 0.04931799647565474, 0.00821966607927579, 0.00821966607927579, 0.00821966607927579, 0.00821966607927579, 0.00821966607927579, 0.00821966607927579, 0.00821966607927579, 0.00821966607927579, 0.00821966607927579, 0.01643933215855158, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.47985371231055113, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.031990247487370074, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.5291864179735021, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.029399245442972337, 0.007704062568491175, 0.01540812513698235, 0.007704062568491175, 0.007704062568491175, 0.007704062568491175, 0.007704062568491175, 0.1848975016437882, 0.007704062568491175, 0.05392843797943823, 0.0924487508218941, 0.3235706278766294, 0.007704062568491175, 0.2234178144862441, 0.007704062568491175, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.007764358083492999, 0.015528716166985998, 0.007764358083492999, 0.023293074250478996, 0.147522803586367, 0.007764358083492999, 0.683263511347384, 0.007764358083492999, 0.015528716166985998, 0.4755753838366158, 0.13078323055506932, 0.011889384595915395, 0.11889384595915395, 0.011889384595915395, 0.04755753838366158, 0.011889384595915395, 0.07133630757549236, 0.011889384595915395, 0.011889384595915395, 0.011889384595915395, 0.011889384595915395, 0.011889384595915395, 0.010403600122519846, 0.07282520085763892, 0.010403600122519846, 0.010403600122519846, 0.18726480220535724, 0.010403600122519846, 0.010403600122519846, 0.010403600122519846, 0.010403600122519846, 0.03121080036755954, 0.010403600122519846, 0.36412600428819464, 0.010403600122519846, 0.19766840232787708, 0.010403600122519846, 0.010403600122519846, 0.0033628335903019176, 0.023539835132113423, 0.09079650693815178, 0.0033628335903019176, 0.1513275115635863, 0.033628335903019176, 0.006725667180603835, 0.0033628335903019176, 0.06725667180603835, 0.0033628335903019176, 0.09079650693815178, 0.09752217411875562, 0.006725667180603835, 0.060531004625434516, 0.1143363420702652, 0.1143363420702652, 0.0369911694933211, 0.0033628335903019176, 0.0571681710351326, 0.020177001541811505, 0.5929481852908183, 0.033882753445189616, 0.06776550689037923, 0.016941376722594808, 0.033882753445189616, 0.016941376722594808, 0.033882753445189616, 0.016941376722594808, 0.016941376722594808, 0.016941376722594808, 0.016941376722594808, 0.016941376722594808, 0.016941376722594808, 0.016941376722594808, 0.016941376722594808, 0.01161566675852337, 0.03484700027557011, 0.0029039166896308423, 0.008711750068892528, 0.0029039166896308423, 0.20037025158452812, 0.005807833379261685, 0.11325275089560286, 0.0029039166896308423, 0.0029039166896308423, 0.0029039166896308423, 0.04355875034446263, 0.0029039166896308423, 0.0029039166896308423, 0.3513739194453319, 0.0029039166896308423, 0.014519583448154212, 0.18004283475711222, 0.008711750068892528, 0.054046526772261905, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.0180155089240873, 0.4143567052540079, 0.0180155089240873, 0.0180155089240873, 0.2522171249372222, 0.0180155089240873, 0.06017150031434114, 0.0066857222571490155, 0.06685722257149015, 0.04011433354289409, 0.0066857222571490155, 0.0066857222571490155, 0.0066857222571490155, 0.0066857222571490155, 0.0066857222571490155, 0.03342861128574508, 0.30754322382885474, 0.0066857222571490155, 0.0066857222571490155, 0.40114333542894093, 0.0066857222571490155, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.45736007436015313, 0.03266857674001094, 0.03266857674001094, 0.03266857674001094, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.4890029855014476, 0.030562686593840475, 0.030562686593840475, 0.030562686593840475, 0.006816379426517053, 0.16132097976090357, 0.05453103541213642, 0.013632758853034105, 0.002272126475505684, 0.07952442664269894, 0.006816379426517053, 0.006816379426517053, 0.28174368296270486, 0.07270804721618189, 0.02726551770606821, 0.01590488532853979, 0.02044913827955116, 0.03862615008359663, 0.03862615008359663, 0.002272126475505684, 0.04998678246112505, 0.02726551770606821, 0.002272126475505684, 0.002272126475505684, 0.002272126475505684, 0.08406867959371031, 0.002272126475505684, 0.010429982869567951, 0.010429982869567951, 0.010429982869567951, 0.010429982869567951, 0.010429982869567951, 0.010429982869567951, 0.010429982869567951, 0.010429982869567951, 0.010429982869567951, 0.09386984582611156, 0.010429982869567951, 0.010429982869567951, 0.7300988008697566, 0.020859965739135903, 0.010652912894350984, 0.010652912894350984, 0.010652912894350984, 0.010652912894350984, 0.010652912894350984, 0.010652912894350984, 0.010652912894350984, 0.010652912894350984, 0.3408932126192315, 0.010652912894350984, 0.010652912894350984, 0.4900339931401453, 0.010652912894350984, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.006083118815446358, 0.900301584686061, 0.006083118815446358, 0.00875197284340503, 0.00875197284340503, 0.00875197284340503, 0.03500789137362012, 0.01750394568681006, 0.00875197284340503, 0.03500789137362012, 0.00875197284340503, 0.0875197284340503, 0.00875197284340503, 0.00875197284340503, 0.00875197284340503, 0.00875197284340503, 0.00875197284340503, 0.00875197284340503, 0.00875197284340503, 0.01750394568681006, 0.6826538817855924, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.062395650713640755, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.020798550237880253, 0.6239565071364075, 0.020798550237880253, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.29346902279957876, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.041924146114225534, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.5529373705527395, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.027646868527636974, 0.0040378117747733476, 0.0040378117747733476, 0.028264682423413432, 0.0040378117747733476, 0.0040378117747733476, 0.0040378117747733476, 0.4037811774773347, 0.0040378117747733476, 0.04441592952250682, 0.036340305972960125, 0.036340305972960125, 0.0040378117747733476, 0.0040378117747733476, 0.0040378117747733476, 0.0040378117747733476, 0.3997433657025614, 0.02642264359535949, 0.02642264359535949, 0.5548755155025493, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.02642264359535949, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.29694624418824184, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.04242089202689169, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.03295417083646292, 0.4613583917104808, 0.019078054123517582, 0.019078054123517582, 0.038156108247035164, 0.019078054123517582, 0.686809948446633, 0.019078054123517582, 0.019078054123517582, 0.019078054123517582, 0.019078054123517582, 0.019078054123517582, 0.019078054123517582, 0.019078054123517582, 0.019078054123517582, 0.0299935339607705, 0.11697478244700496, 0.01499676698038525, 0.0029993533960770502, 0.0029993533960770502, 0.1379702562195443, 0.0029993533960770502, 0.00899806018823115, 0.0029993533960770502, 0.0359922407529246, 0.09297995527838855, 0.0029993533960770502, 0.14696831640777547, 0.0029993533960770502, 0.32692952017239846, 0.0179961203764623, 0.0029993533960770502, 0.0419909475450787, 0.10047672107209438, 0.0017942271620016853, 0.028707634592026965, 0.06997485931806573, 0.22786684957421402, 0.016148044458015168, 0.07535754080407078, 0.0017942271620016853, 0.0017942271620016853, 0.008971135810008427, 0.0017942271620016853, 0.11841899269211123, 0.055621042022052244, 0.04306145188804045, 0.0610037235080573, 0.005382681486005056, 0.1560977630941466, 0.016148044458015168, 0.027650423172342214, 0.027650423172342214, 0.027650423172342214, 0.027650423172342214, 0.027650423172342214, 0.027650423172342214, 0.027650423172342214, 0.387105924412791, 0.027650423172342214, 0.027650423172342214, 0.16590253903405328, 0.027650423172342214, 0.027650423172342214, 0.027650423172342214, 0.03218151306578965, 0.005363585510964943, 0.005363585510964943, 0.053635855109649425, 0.005363585510964943, 0.10190812470833391, 0.005363585510964943, 0.005363585510964943, 0.005363585510964943, 0.005363585510964943, 0.5417221366074592, 0.12336246675219367, 0.005363585510964943, 0.005363585510964943, 0.005363585510964943, 0.026817927554824712, 0.053635855109649425, 0.021588239247129704, 0.0035980398745216174, 0.025186279121651323, 0.0035980398745216174, 0.0035980398745216174, 0.0035980398745216174, 0.025186279121651323, 0.0035980398745216174, 0.06476471774138912, 0.0035980398745216174, 0.0035980398745216174, 0.0035980398745216174, 0.0035980398745216174, 0.0035980398745216174, 0.07555883736495397, 0.03238235887069456, 0.0035980398745216174, 0.5325099014291994, 0.0035980398745216174, 0.17630395385155925, 0.025098922785666517, 0.27608815064233166, 0.025098922785666517, 0.025098922785666517, 0.025098922785666517, 0.025098922785666517, 0.025098922785666517, 0.20079138228533214, 0.025098922785666517, 0.1505935367139991, 0.025098922785666517, 0.025098922785666517, 0.013919449389891245, 0.013919449389891245, 0.013919449389891245, 0.013919449389891245, 0.013919449389891245, 0.08351669633934747, 0.013919449389891245, 0.013919449389891245, 0.013919449389891245, 0.013919449389891245, 0.6542141213248884, 0.013919449389891245, 0.013919449389891245, 0.02783889877978249, 0.013919449389891245, 0.013919449389891245, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.03195567699183601, 0.4793351548775402, 0.03195567699183601, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.6166154072686277, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.022837607676615843, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.05676555866923106, 0.533596251490772, 0.15894356427384698, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.011353111733846212, 0.06811867040307727, 0.029733806999966955, 0.029733806999966955, 0.029733806999966955, 0.029733806999966955, 0.029733806999966955, 0.029733806999966955, 0.029733806999966955, 0.029733806999966955, 0.41627329799953733, 0.029733806999966955, 0.14866903499983478, 0.029733806999966955, 0.029733806999966955, 0.026167767091116782, 0.026167767091116782, 0.5495231089134525, 0.026167767091116782, 0.026167767091116782, 0.026167767091116782, 0.026167767091116782, 0.026167767091116782, 0.026167767091116782, 0.026167767091116782, 0.026167767091116782, 0.026167767091116782, 0.052335534182233565, 0.05241007506836625, 0.007487153581195179, 0.007487153581195179, 0.0673843822307566, 0.007487153581195179, 0.007487153581195179, 0.08984584297434214, 0.014974307162390357, 0.007487153581195179, 0.11979445729912286, 0.007487153581195179, 0.007487153581195179, 0.014974307162390357, 0.007487153581195179, 0.546562211427248, 0.007487153581195179, 0.0313380891114731, 0.0313380891114731, 0.0313380891114731, 0.2193666237803117, 0.0313380891114731, 0.0940142673344193, 0.0313380891114731, 0.0313380891114731, 0.0313380891114731, 0.0313380891114731, 0.1566904455573655, 0.0313380891114731, 0.0313380891114731, 0.0313380891114731, 0.0313380891114731, 0.0313380891114731, 0.006979196238678517, 0.8654203335961361, 0.006979196238678517, 0.006979196238678517, 0.006979196238678517, 0.006979196238678517, 0.027916784954714068, 0.006979196238678517, 0.006979196238678517, 0.006979196238678517, 0.006979196238678517, 0.07357387175171365, 0.012262311958618941, 0.012262311958618941, 0.07357387175171365, 0.012262311958618941, 0.012262311958618941, 0.024524623917237882, 0.012262311958618941, 0.012262311958618941, 0.11036080762757047, 0.012262311958618941, 0.19619699133790305, 0.2942954870068546, 0.012262311958618941, 0.012262311958618941, 0.012262311958618941, 0.0613115597930947, 0.012262311958618941, 0.012262311958618941, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.042358844941228976, 0.2965119145886028, 0.016185961154246885, 0.15646429115771987, 0.0013488300961872403, 0.15241780086915815, 0.0013488300961872403, 0.0013488300961872403, 0.0013488300961872403, 0.021581281538995845, 0.0013488300961872403, 0.018883621346621363, 0.03911607278942997, 0.012139470865685164, 0.5044624559740278, 0.06339501452080029, 0.0013488300961872403, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.3565072137010319, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.03961191263344799, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.04124042804093623, 0.32992342432748983, 0.04124042804093623, 0.04124042804093623, 0.0238885831120534, 0.0238885831120534, 0.6211031609133884, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.0238885831120534, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.7174525875393064, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.017498843598519668, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.0417498629283178, 0.013916620976105935, 0.15308283073716528, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.013916620976105935, 0.5844980809964493, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.03851112717940921, 0.3466001446146829, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.007875768278338106, 0.8663345106171916, 0.04311867653049345, 0.30183073571345415, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.04311867653049345, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.32137330742595244, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040171663428244055, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.040273344717698764, 0.3221867577415901, 0.040273344717698764, 0.040273344717698764, 0.009044780130244354, 0.009044780130244354, 0.009044780130244354, 0.18994038273513145, 0.018089560260488708, 0.009044780130244354, 0.009044780130244354, 0.009044780130244354, 0.009044780130244354, 0.009044780130244354, 0.018089560260488708, 0.56077636807515, 0.009044780130244354, 0.009044780130244354, 0.009044780130244354, 0.08140302117219919, 0.009044780130244354, 0.06249897153240793, 0.06249897153240793, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.43749280072685554, 0.14583093357561852, 0.020832990510802646, 0.020832990510802646, 0.020832990510802646, 0.021590603572628205, 0.28067784644416666, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.3886308643073077, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.021590603572628205, 0.035935724629778704, 0.3952929709275657, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.035935724629778704, 0.01578441872336284, 0.01578441872336284, 0.0789220936168142, 0.01578441872336284, 0.01578441872336284, 0.01578441872336284, 0.01578441872336284, 0.01578441872336284, 0.12627534978690272, 0.01578441872336284, 0.5682390740410622, 0.01578441872336284, 0.01578441872336284, 0.01578441872336284, 0.09736306126069288, 0.010818117917854765, 0.5192696600570287, 0.010818117917854765, 0.010818117917854765, 0.14063553293211195, 0.010818117917854765, 0.010818117917854765, 0.08654494334283812, 0.010818117917854765, 0.010818117917854765, 0.010818117917854765, 0.010818117917854765, 0.010818117917854765, 0.010818117917854765, 0.24028841174358195, 0.012646758512820103, 0.366755996871783, 0.012646758512820103, 0.012646758512820103, 0.10117406810256083, 0.012646758512820103, 0.012646758512820103, 0.012646758512820103, 0.012646758512820103, 0.10117406810256083, 0.012646758512820103, 0.012646758512820103, 0.012646758512820103, 0.03684696854323455, 0.03684696854323455, 0.40531665397558, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.03684696854323455, 0.0037193119953025963, 0.27150977565708956, 0.05578967992953895, 0.19340422375573502, 0.026035183967118174, 0.022315871971815577, 0.09298279988256491, 0.05950899192484154, 0.044631743943631154, 0.01859655997651298, 0.0037193119953025963, 0.0037193119953025963, 0.13761454382619606, 0.0037193119953025963, 0.011157935985907788, 0.0037193119953025963, 0.03347380795772337, 0.015668986366238896, 0.015668986366238896, 0.04700695909871669, 0.17235885002862786, 0.015668986366238896, 0.015668986366238896, 0.015668986366238896, 0.015668986366238896, 0.015668986366238896, 0.015668986366238896, 0.015668986366238896, 0.5640835091846003, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.03455619982950942, 0.8754237290142388, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.005759366638251571, 0.07472039053345253, 0.006226699211121044, 0.006226699211121044, 0.006226699211121044, 0.018680097633363132, 0.16812087870026818, 0.1992543747558734, 0.10585388658905774, 0.006226699211121044, 0.280201464500447, 0.006226699211121044, 0.006226699211121044, 0.006226699211121044, 0.037360195266726265, 0.006226699211121044, 0.006226699211121044, 0.043586894477847304, 0.035449553842885825, 0.035449553842885825, 0.4253946461146299, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.035449553842885825, 0.019141074390930525, 0.019141074390930525, 0.019141074390930525, 0.0765642975637221, 0.019141074390930525, 0.05742322317279158, 0.019141074390930525, 0.21055181830023578, 0.019141074390930525, 0.019141074390930525, 0.019141074390930525, 0.019141074390930525, 0.019141074390930525, 0.3445393390367495, 0.019141074390930525, 0.019141074390930525, 0.019141074390930525, 0.019141074390930525, 0.03208719983080108, 0.2566975986464086, 0.03208719983080108, 0.03208719983080108, 0.06417439966160216, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.03208719983080108, 0.06417439966160216, 0.03208719983080108, 0.03208719983080108, 0.004748233064131684, 0.004748233064131684, 0.9211572144415467, 0.004748233064131684, 0.004748233064131684, 0.004748233064131684, 0.004748233064131684, 0.004748233064131684, 0.004748233064131684, 0.004748233064131684, 0.004748233064131684, 0.004748233064131684, 0.06323534526032788, 0.007026149473369765, 0.04215689684021859, 0.007026149473369765, 0.007026149473369765, 0.007026149473369765, 0.29509827788153015, 0.007026149473369765, 0.37238592208859755, 0.007026149473369765, 0.007026149473369765, 0.007026149473369765, 0.007026149473369765, 0.007026149473369765, 0.007026149473369765, 0.13349683999402553, 0.020821763945035796, 0.020821763945035796, 0.020821763945035796, 0.020821763945035796, 0.020821763945035796, 0.020821763945035796, 0.020821763945035796, 0.020821763945035796, 0.20821763945035796, 0.020821763945035796, 0.4789005707358233, 0.020821763945035796, 0.04800035187737701, 0.004363668352488819, 0.3665481416090608, 0.004363668352488819, 0.004363668352488819, 0.19636507586199686, 0.017454673409955275, 0.004363668352488819, 0.004363668352488819, 0.13091005057466457, 0.08727336704977638, 0.004363668352488819, 0.004363668352488819, 0.0698186936398211, 0.004363668352488819, 0.021818341762444095, 0.004363668352488819, 0.004363668352488819, 0.1448617050116538, 0.003915181216531184, 0.03915181216531184, 0.003915181216531184, 0.02740626851571829, 0.05481253703143658, 0.023491087299187103, 0.05089735581490539, 0.05089735581490539, 0.18009833596043445, 0.16443761109430974, 0.015660724866124735, 0.08613398676368604, 0.10179471162981078, 0.003915181216531184, 0.02740626851571829, 0.003915181216531184, 0.003915181216531184, 0.007309635585119013, 0.007309635585119013, 0.007309635585119013, 0.007309635585119013, 0.058477084680952106, 0.02192890675535704, 0.02192890675535704, 0.007309635585119013, 0.007309635585119013, 0.007309635585119013, 0.10233489819166619, 0.058477084680952106, 0.03654817792559507, 0.13888307611726125, 0.20466979638333238, 0.2777661522345225, 0.007309635585119013, 0.034475735018777515, 0.0026519796168290397, 0.0053039592336580794, 0.0026519796168290397, 0.023867816551461356, 0.0026519796168290397, 0.018563857317803276, 0.029171775785119435, 0.0026519796168290397, 0.0026519796168290397, 0.0026519796168290397, 0.0026519796168290397, 0.0875153273553583, 0.08486334773852927, 0.023867816551461356, 0.023867816551461356, 0.018563857317803276, 0.4216647590758173, 0.06364751080389695, 0.1405549196919391, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.045397803103378244, 0.2723868186202695, 0.045397803103378244, 0.045397803103378244, 0.006834853301626017, 0.00410091198097561, 0.009568794622276423, 0.0013669706603252035, 0.027339413206504067, 0.025972442546178864, 0.0013669706603252035, 0.0013669706603252035, 0.0013669706603252035, 0.005467882641300814, 0.027339413206504067, 0.0013669706603252035, 0.05604579707333334, 0.17360527386130084, 0.009568794622276423, 0.17633921518195125, 0.01230273594292683, 0.12439433008959351, 0.32807295847804885, 0.03016184323951514, 0.1508092161975757, 0.03016184323951514, 0.03016184323951514, 0.3619421188741817, 0.03016184323951514, 0.03016184323951514, 0.03016184323951514, 0.03016184323951514, 0.03016184323951514, 0.03016184323951514, 0.03016184323951514, 0.03016184323951514, 0.03016184323951514, 0.0026044653154333255, 0.0026044653154333255, 0.010417861261733302, 0.005208930630866651, 0.01823125720803328, 0.0026044653154333255, 0.0026044653154333255, 0.0026044653154333255, 0.044275910362366534, 0.0026044653154333255, 0.03646251441606656, 0.010417861261733302, 0.08073842477843308, 0.0026044653154333255, 0.0026044653154333255, 0.3620206788452322, 0.4010876585767321, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.29202217320113794, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.04171745331444828, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.1978166406181093, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.049454160154527325, 0.03558825267480234, 0.03558825267480234, 0.03558825267480234, 0.03558825267480234, 0.2847060213984187, 0.03558825267480234, 0.03558825267480234, 0.03558825267480234, 0.03558825267480234, 0.14235301069920936, 0.03558825267480234, 0.03558825267480234, 0.03558825267480234, 0.03558825267480234, 0.002321204918306883, 0.053387713121058306, 0.018569639346455065, 0.04410289344783078, 0.02321204918306883, 0.10445422132380973, 0.10677542624211661, 0.02321204918306883, 0.06267253279428583, 0.041781688529523894, 0.027854459019682594, 0.002321204918306883, 0.002321204918306883, 0.01624843442814818, 0.26461736068698466, 0.002321204918306883, 0.19498121313777816, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.03411911525830397, 0.4094293830996476, 0.08476301792448918, 0.0038849716548724207, 0.5668526823700214, 0.00035317924135203825, 0.0035317924135203826, 0.00035317924135203825, 0.07875897082150453, 0.00035317924135203825, 0.14162487578216734, 0.00035317924135203825, 0.010948556481913186, 0.0060040471029846505, 0.00035317924135203825, 0.008829481033800957, 0.0052976886202805735, 0.06392544268471892, 0.022603471446530448, 0.00035317924135203825, 0.018849917968635128, 0.061209284190287094, 0.021391479941934244, 0.31663626250684845, 0.048289677492683244, 0.016308355995336008, 0.017367340150877306, 0.0069892954265725745, 0.00021179683110825984, 0.06925756377240097, 0.008260076413222133, 0.03727624227505373, 0.00021179683110825984, 0.009742654230979952, 0.007412889088789095, 0.2579685402898605, 0.01376679402203689, 0.036640851781728954, 0.04765428699935847, 0.0038123429599486772, 0.006170002374083965, 0.02468000949633586, 0.43190016618587757, 0.006170002374083965, 0.018510007122251895, 0.006170002374083965, 0.08021003086309154, 0.006170002374083965, 0.3640301400709539, 0.006170002374083965, 0.006170002374083965, 0.006170002374083965, 0.006170002374083965, 0.006170002374083965, 0.006170002374083965, 0.044615274004728506, 0.08923054800945701, 0.044615274004728506, 0.22307637002364253, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.044615274004728506, 0.015170692825862477, 0.015170692825862477, 0.015170692825862477, 0.015170692825862477, 0.04551207847758743, 0.6068277130344991, 0.015170692825862477, 0.12136554260689981, 0.015170692825862477, 0.015170692825862477, 0.015170692825862477, 0.015170692825862477, 0.015170692825862477, 0.015170692825862477, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.6333082766130844, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.022618152736181587, 0.0222199845358999, 0.0444399690717998, 0.0222199845358999, 0.0222199845358999, 0.0222199845358999, 0.0222199845358999, 0.0222199845358999, 0.0222199845358999, 0.0222199845358999, 0.0222199845358999, 0.0444399690717998, 0.5777195979333973, 0.0222199845358999, 0.03318431880546795, 0.14458881765239606, 0.0023703084861048536, 0.047406169722097075, 0.02133277637494368, 0.02607339334715339, 0.0023703084861048536, 0.0023703084861048536, 0.2607339334715339, 0.0023703084861048536, 0.26310424195763876, 0.0023703084861048536, 0.01896246788883883, 0.0023703084861048536, 0.0023703084861048536, 0.15407005159681547, 0.0023703084861048536, 0.004740616972209707, 0.20941429153283783, 0.057769459733196644, 0.09387537206644456, 0.08665418959979497, 0.0072211824666495806, 0.09387537206644456, 0.0072211824666495806, 0.0072211824666495806, 0.0072211824666495806, 0.0072211824666495806, 0.1949719265995387, 0.10831773699974372, 0.0072211824666495806, 0.057769459733196644, 0.0072211824666495806, 0.0072211824666495806, 0.021663547399948743, 0.0072211824666495806, 0.006690788395027049, 0.0022302627983423495, 0.0022302627983423495, 0.020072365185081147, 0.15834865868230683, 0.0022302627983423495, 0.0022302627983423495, 0.0022302627983423495, 0.04014473037016229, 0.14942760748893744, 0.07136840954695518, 0.0022302627983423495, 0.0022302627983423495, 0.0022302627983423495, 0.024532890781765845, 0.0022302627983423495, 0.12266445390882923, 0.37914467571819943, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.02980593995304619, 0.5067009792017853, 0.02980593995304619, 0.15459341667813772, 0.008588523148785429, 0.008588523148785429, 0.07729670833906886, 0.008588523148785429, 0.008588523148785429, 0.051531138892712575, 0.008588523148785429, 0.5067228657783404, 0.008588523148785429, 0.008588523148785429, 0.008588523148785429, 0.008588523148785429, 0.008588523148785429, 0.09447375463663972, 0.008588523148785429, 0.20457345605140878, 0.05383512001352863, 0.5778302881452073, 0.02871206400721527, 0.0035890080009019086, 0.0035890080009019086, 0.0035890080009019086, 0.0035890080009019086, 0.0035890080009019086, 0.0035890080009019086, 0.039479088009921, 0.0035890080009019086, 0.0035890080009019086, 0.007178016001803817, 0.043068096010822905, 0.0035890080009019086, 0.0035890080009019086, 0.0035890080009019086, 0.3891397230779317, 0.24213138324849084, 0.008647549401731815, 0.008647549401731815, 0.008647549401731815, 0.008647549401731815, 0.008647549401731815, 0.06918039521385452, 0.008647549401731815, 0.008647549401731815, 0.008647549401731815, 0.008647549401731815, 0.1815985374363681, 0.008647549401731815, 0.0024344824291380913, 0.0024344824291380913, 0.03895171886620946, 0.04868964858276183, 0.0024344824291380913, 0.0024344824291380913, 0.0024344824291380913, 0.0024344824291380913, 0.07790343773241892, 0.0024344824291380913, 0.07790343773241892, 0.0024344824291380913, 0.0024344824291380913, 0.0024344824291380913, 0.23857927805553295, 0.48689648582761824, 0.0024344824291380913, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.6764857643939339, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.020499568617998, 0.007576297720286603, 0.17425484756659188, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.015152595440573206, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.007576297720286603, 0.045457786321719616, 0.6515616039446478, 0.007576297720286603, 0.011586708732861993, 0.8226563200332015, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.011586708732861993, 0.05843430596573519, 0.021248838532994616, 0.005312209633248654, 0.021248838532994616, 0.08499535413197847, 0.02656104816624327, 0.005312209633248654, 0.005312209633248654, 0.04249767706598923, 0.005312209633248654, 0.005312209633248654, 0.005312209633248654, 0.005312209633248654, 0.005312209633248654, 0.05843430596573519, 0.6109041078235952, 0.015936628899745963, 0.0094650879343269, 0.851857914089421, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.0094650879343269, 0.7975673813016063, 0.031209158398758506, 0.003467684266528723, 0.003467684266528723, 0.003467684266528723, 0.003467684266528723, 0.003467684266528723, 0.003467684266528723, 0.003467684266528723, 0.003467684266528723, 0.003467684266528723, 0.11790126506197658, 0.003467684266528723, 0.47957536355119695, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.034255383110799786, 0.4376642391194994, 0.4376642391194994, 0.0062523462731357065, 0.0062523462731357065, 0.0062523462731357065, 0.0062523462731357065, 0.0062523462731357065, 0.0062523462731357065, 0.0062523462731357065, 0.0062523462731357065, 0.0062523462731357065, 0.03751407763881424, 0.0062523462731357065, 0.0062523462731357065, 0.01589717473635274, 0.01589717473635274, 0.01589717473635274, 0.01589717473635274, 0.5246067662996404, 0.01589717473635274, 0.01589717473635274, 0.01589717473635274, 0.01589717473635274, 0.01589717473635274, 0.01589717473635274, 0.01589717473635274, 0.23845762104529108, 0.20491588545365608, 0.0016935197144930256, 0.0016935197144930256, 0.011854638001451178, 0.45555680319862385, 0.0016935197144930256, 0.0016935197144930256, 0.005080559143479077, 0.0016935197144930256, 0.0016935197144930256, 0.0016935197144930256, 0.0016935197144930256, 0.10838526172755364, 0.011854638001451178, 0.18290012916524676, 0.16121131151744786, 0.004030282787936197, 0.016121131151744787, 0.004030282787936197, 0.004030282787936197, 0.004030282787936197, 0.20957470497268224, 0.004030282787936197, 0.004030282787936197, 0.3546648853383853, 0.004030282787936197, 0.004030282787936197, 0.004030282787936197, 0.004030282787936197, 0.004030282787936197, 0.004030282787936197, 0.004030282787936197, 0.20554442218474603, 0.02714339460473175, 0.02714339460473175, 0.27143394604731746, 0.02714339460473175, 0.02714339460473175, 0.02714339460473175, 0.02714339460473175, 0.16286036762839048, 0.02714339460473175, 0.02714339460473175, 0.16286036762839048, 0.02714339460473175, 0.02714339460473175, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.03268110640683547, 0.490216596102532, 0.03268110640683547, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.03387099713653578, 0.474193959911501, 0.03387099713653578, 0.007240842782512476, 0.007240842782512476, 0.06516758504261229, 0.007240842782512476, 0.007240842782512476, 0.08689011339014971, 0.007240842782512476, 0.007240842782512476, 0.007240842782512476, 0.021722528347537427, 0.007240842782512476, 0.15929854121527448, 0.007240842782512476, 0.3910055102556737, 0.17378022678029942, 0.03688958084341257, 0.03688958084341257, 0.03688958084341257, 0.03688958084341257, 0.03688958084341257, 0.25822706590388794, 0.03688958084341257, 0.03688958084341257, 0.03688958084341257, 0.03688958084341257, 0.14755832337365027, 0.03688958084341257, 0.03688958084341257, 0.03688958084341257, 0.03688958084341257, 0.036743869634929684, 0.036743869634929684, 0.036743869634929684, 0.036743869634929684, 0.036743869634929684, 0.036743869634929684, 0.036743869634929684, 0.11023160890478904, 0.036743869634929684, 0.036743869634929684, 0.29395095707943747, 0.036743869634929684, 0.036743869634929684, 0.036743869634929684, 0.09680804181302008, 0.01210100522662751, 0.01210100522662751, 0.01210100522662751, 0.01210100522662751, 0.01210100522662751, 0.02420201045325502, 0.01210100522662751, 0.01210100522662751, 0.01210100522662751, 0.01210100522662751, 0.01210100522662751, 0.01210100522662751, 0.10890904703964759, 0.01210100522662751, 0.01210100522662751, 0.6050502613313755, 0.01210100522662751, 0.01210100522662751, 0.16853406981136276, 0.0019827537624866206, 0.005948261287459862, 0.05551710534962538, 0.10706870317427752, 0.06939638168703173, 0.019827537624866207, 0.017844783862379587, 0.011896522574919724, 0.1447410246615233, 0.0019827537624866206, 0.14870653218649654, 0.011896522574919724, 0.02379304514983945, 0.007931015049946482, 0.05353435158713876, 0.037672321487245794, 0.05353435158713876, 0.04956884406216552, 0.0019827537624866206, 0.0019827537624866206, 0.002288179285386852, 0.009152717141547409, 0.07322173713237927, 0.14644347426475854, 0.009152717141547409, 0.002288179285386852, 0.018305434283094817, 0.02288179285386852, 0.002288179285386852, 0.020593613568481668, 0.002288179285386852, 0.002288179285386852, 0.002288179285386852, 0.002288179285386852, 0.061780840705445005, 0.002288179285386852, 0.5537393870636181, 0.061780840705445005, 0.002288179285386852, 0.0010895103373571378, 0.0021790206747142756, 0.5120698585578548, 0.017432165397714205, 0.0010895103373571378, 0.019611186072428483, 0.008716082698857102, 0.0010895103373571378, 0.009805593036214241, 0.0010895103373571378, 0.0010895103373571378, 0.014163634385642792, 0.0010895103373571378, 0.017432165397714205, 0.0010895103373571378, 0.3856866594244268, 0.0010895103373571378, 0.0021790206747142756, 0.014316364699810605, 0.04294909409943182, 0.014316364699810605, 0.014316364699810605, 0.07158182349905302, 0.05726545879924242, 0.014316364699810605, 0.014316364699810605, 0.014316364699810605, 0.014316364699810605, 0.014316364699810605, 0.014316364699810605, 0.014316364699810605, 0.014316364699810605, 0.6299200467916667, 0.4118601493192658, 0.43608721692628144, 0.008075689202338546, 0.008075689202338546, 0.008075689202338546, 0.008075689202338546, 0.008075689202338546, 0.008075689202338546, 0.008075689202338546, 0.01615137840467709, 0.008075689202338546, 0.024227067607015634, 0.008075689202338546, 0.06768504026774055, 0.0974664579855464, 0.0027074016107096225, 0.0027074016107096225, 0.03248881932851547, 0.0243666144963866, 0.008122204832128867, 0.11371086764980413, 0.10288126120696565, 0.0027074016107096225, 0.04602582738206358, 0.0027074016107096225, 0.03248881932851547, 0.0027074016107096225, 0.15161449019973885, 0.0027074016107096225, 0.0027074016107096225, 0.0027074016107096225, 0.2951067755673488, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.23500760095995815, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.04700152019199163, 0.0032239925793579047, 0.02901593321422114, 0.18699156960275845, 0.0032239925793579047, 0.0032239925793579047, 0.051583881269726475, 0.012895970317431619, 0.0032239925793579047, 0.012895970317431619, 0.08059981448394761, 0.0032239925793579047, 0.012895970317431619, 0.0032239925793579047, 0.0032239925793579047, 0.016119962896789523, 0.5448547459114859, 0.019343955476147427, 0.0032239925793579047, 0.0032239925793579047, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.19237655216190166, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.048094138040475416, 0.0147976495218977, 0.0147976495218977, 0.0147976495218977, 0.1775717942627724, 0.1035835466532839, 0.0887858971313862, 0.0147976495218977, 0.0443929485656931, 0.0591905980875908, 0.0147976495218977, 0.0147976495218977, 0.0147976495218977, 0.0147976495218977, 0.0147976495218977, 0.2663576913941586, 0.0739882476094885, 0.0011279367125187534, 0.03609397480060011, 0.07106001288868147, 0.05301302548838141, 0.07782763316379399, 0.07106001288868147, 0.025942544387931327, 0.0022558734250375067, 0.05301302548838141, 0.0022558734250375067, 0.007895556987631273, 0.015791113975262547, 0.14212002577736293, 0.04398953178823138, 0.011279367125187534, 0.0011279367125187534, 0.0011279367125187534, 0.09249081042653778, 0.0699320761761627, 0.03271016466304385, 0.0011279367125187534, 0.18046987400300055, 0.0045117468500750135, 0.006376591635142864, 0.006376591635142864, 0.006376591635142864, 0.006376591635142864, 0.11477864943257154, 0.006376591635142864, 0.10840205779742869, 0.006376591635142864, 0.140285015973143, 0.05101273308114291, 0.0701425079865715, 0.23593389050028596, 0.15941479087857158, 0.006376591635142864, 0.006376591635142864, 0.038259549810857184, 0.6489132402463668, 0.019085683536657846, 0.019085683536657846, 0.019085683536657846, 0.019085683536657846, 0.019085683536657846, 0.019085683536657846, 0.05725705060997354, 0.019085683536657846, 0.019085683536657846, 0.019085683536657846, 0.0046994501740089435, 0.0046994501740089435, 0.9257916842797619, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.0046994501740089435, 0.032527569483096985, 0.032527569483096985, 0.032527569483096985, 0.13011027793238794, 0.032527569483096985, 0.032527569483096985, 0.032527569483096985, 0.032527569483096985, 0.032527569483096985, 0.032527569483096985, 0.35780326431406684, 0.032527569483096985, 0.032527569483096985, 0.012750121698533911, 0.012750121698533911, 0.14025133868387302, 0.012750121698533911, 0.012750121698533911, 0.012750121698533911, 0.012750121698533911, 0.012750121698533911, 0.012750121698533911, 0.08925085188973737, 0.012750121698533911, 0.012750121698533911, 0.012750121698533911, 0.42075401605161905, 0.17850170377947475, 0.03180833825494243, 0.19085002952965455, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.03180833825494243, 0.2862750442944818, 0.05770244175694688, 0.011540488351389376, 0.011540488351389376, 0.5770244175694689, 0.011540488351389376, 0.011540488351389376, 0.011540488351389376, 0.011540488351389376, 0.0461619534055575, 0.06924293010833626, 0.011540488351389376, 0.011540488351389376, 0.092323906811115, 0.011540488351389376, 0.020310427391773227, 0.020310427391773227, 0.446829402619011, 0.020310427391773227, 0.020310427391773227, 0.020310427391773227, 0.020310427391773227, 0.12186256435063936, 0.020310427391773227, 0.020310427391773227, 0.020310427391773227, 0.020310427391773227, 0.020310427391773227, 0.020310427391773227, 0.14217299174241257, 0.029362249185532745, 0.03131973246456826, 0.009787416395177582, 0.0006524944263451722, 0.016312360658629302, 0.0006524944263451722, 0.0006524944263451722, 0.0032624721317258605, 0.0006524944263451722, 0.0006524944263451722, 0.0006524944263451722, 0.0006524944263451722, 0.0006524944263451722, 0.0032624721317258605, 0.009134921968832409, 0.0006524944263451722, 0.008482427542487238, 0.8625976316283176, 0.020227327216700335, 0.0006524944263451722, 0.025849702342166568, 0.012924851171083284, 0.012924851171083284, 0.012924851171083284, 0.012924851171083284, 0.14217336288191612, 0.012924851171083284, 0.0775491070264997, 0.5299188980144146, 0.012924851171083284, 0.012924851171083284, 0.012924851171083284, 0.051699404684333136, 0.012924851171083284, 0.012924851171083284, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.027585789354464815, 0.5517157870892963, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.04597696906674344, 0.27586181440046065, 0.32675694881969386, 0.010540546736119157, 0.010540546736119157, 0.010540546736119157, 0.13702710756954903, 0.010540546736119157, 0.17918929451402565, 0.010540546736119157, 0.09486492062507242, 0.010540546736119157, 0.010540546736119157, 0.08432437388895325, 0.010540546736119157, 0.042162186944476626, 0.010540546736119157, 0.03398679026373962, 0.0033986790263739624, 0.05777754344835736, 0.0033986790263739624, 0.0985616917648449, 0.020392074158243775, 0.010196037079121888, 0.0033986790263739624, 0.0033986790263739624, 0.24130621087255133, 0.07816961760660113, 0.0033986790263739624, 0.0271894322109917, 0.0271894322109917, 0.03398679026373962, 0.07477093858022717, 0.1427445191077064, 0.023790753184617736, 0.0033986790263739624, 0.05098018539560944, 0.05098018539560944, 0.0033986790263739624, 0.03883925395307815, 0.009709813488269537, 0.009709813488269537, 0.0776785079061563, 0.02912944046480861, 0.009709813488269537, 0.21361589674192982, 0.009709813488269537, 0.04854906744134769, 0.10680794837096491, 0.009709813488269537, 0.04854906744134769, 0.2621649641832775, 0.009709813488269537, 0.0776785079061563, 0.009709813488269537, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.6017412967325942, 0.01941100957201917, 0.09705504786009585, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.01941100957201917, 0.07672959192001634, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.30691836768006536, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.03836479596000817, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.017986939218486125, 0.7014906295209589, 0.017986939218486125, 0.017986939218486125, 0.03853624530032958, 0.03853624530032958, 0.38536245300329575, 0.03853624530032958, 0.03853624530032958, 0.03853624530032958, 0.03853624530032958, 0.03853624530032958, 0.03853624530032958, 0.03853624530032958, 0.03853624530032958, 0.03853624530032958, 0.019731593992227972, 0.019731593992227972, 0.5524846317823833, 0.019731593992227972, 0.019731593992227972, 0.13812115794559582, 0.019731593992227972, 0.019731593992227972, 0.019731593992227972, 0.019731593992227972, 0.019731593992227972, 0.039463187984455944, 0.009739270472989567, 0.8473165311500924, 0.009739270472989567, 0.009739270472989567, 0.009739270472989567, 0.009739270472989567, 0.009739270472989567, 0.009739270472989567, 0.009739270472989567, 0.009739270472989567, 0.009739270472989567, 0.3632297195721073, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.030269143297675608, 0.15134571648837805, 0.030269143297675608, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.5942028594245827, 0.024758452476024283, 0.024758452476024283, 0.024758452476024283, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.6647210160250169, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.019550618118382847, 0.1450079180787447, 0.05437796927952925, 0.006041996586614361, 0.04229397610630053, 0.217511877118117, 0.04229397610630053, 0.006041996586614361, 0.07250395903937235, 0.006041996586614361, 0.006041996586614361, 0.03625197951968617, 0.024167986346457445, 0.006041996586614361, 0.006041996586614361, 0.07250395903937235, 0.018125989759843086, 0.006041996586614361, 0.07250395903937235, 0.08458795221260106, 0.060419965866143614, 0.004430024055909659, 0.026580144335457953, 0.004430024055909659, 0.07088038489455455, 0.1417607697891091, 0.013290072167728977, 0.004430024055909659, 0.1196106495095608, 0.03987021650318693, 0.004430024055909659, 0.022150120279548297, 0.004430024055909659, 0.004430024055909659, 0.03544019244727727, 0.05759031272682557, 0.004430024055909659, 0.004430024055909659, 0.004430024055909659, 0.05759031272682557, 0.36326197258459203, 0.1093043217713493, 0.12216365374444921, 0.006429665986549958, 0.006429665986549958, 0.006429665986549958, 0.5465216088567465, 0.006429665986549958, 0.06429665986549958, 0.006429665986549958, 0.006429665986549958, 0.006429665986549958, 0.04500766190584971, 0.025718663946199833, 0.006429665986549958, 0.006429665986549958, 0.013593640894476485, 0.0178123570341416, 0.3539034094941292, 0.01499987960769819, 0.002812477426443411, 0.0004687462377405684, 0.1678111531111235, 0.0004687462377405684, 0.06984318942334469, 0.0004687462377405684, 0.0018749849509622737, 0.007968686041589663, 0.0004687462377405684, 0.0004687462377405684, 0.005624954852886822, 0.14156136379765166, 0.0004687462377405684, 0.1959359273755576, 0.0004687462377405684, 0.0018749849509622737, 0.00523244177481982, 0.02092976709927928, 0.3348762735884685, 0.02092976709927928, 0.00523244177481982, 0.00523244177481982, 0.00523244177481982, 0.1255786025956757, 0.00523244177481982, 0.00523244177481982, 0.00523244177481982, 0.00523244177481982, 0.00523244177481982, 0.1308110443704955, 0.27208697229063067, 0.00523244177481982, 0.01569732532445946, 0.01569732532445946, 0.05247521205169176, 0.01311880301292294, 0.01311880301292294, 0.01311880301292294, 0.01311880301292294, 0.01311880301292294, 0.01311880301292294, 0.01311880301292294, 0.01311880301292294, 0.0655940150646147, 0.6952965596849158, 0.01311880301292294, 0.01311880301292294, 0.029048333792675515, 0.05809666758535103, 0.0036310417240844393, 0.0036310417240844393, 0.025417292068591075, 0.04357250068901327, 0.0036310417240844393, 0.0036310417240844393, 0.07988291792985766, 0.0036310417240844393, 0.0036310417240844393, 0.0036310417240844393, 0.010893125172253318, 0.0036310417240844393, 0.0036310417240844393, 0.0036310417240844393, 0.03994145896492883, 0.0036310417240844393, 0.5591804255090036, 0.09077604310211097, 0.014524166896337757, 0.01183515798015862, 0.001972526330026437, 0.001972526330026437, 0.001972526330026437, 0.17555484337235286, 0.019725263300264365, 0.0433955792605816, 0.2426207385932517, 0.001972526330026437, 0.001972526330026437, 0.001972526330026437, 0.001972526330026437, 0.001972526330026437, 0.003945052660052874, 0.001972526330026437, 0.3984503186653402, 0.001972526330026437, 0.0808735795310839, 0.021886459389125593, 0.021886459389125593, 0.48150210656076303, 0.021886459389125593, 0.17509167511300475, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.021886459389125593, 0.035915945347854805, 0.011971981782618268, 0.011971981782618268, 0.011971981782618268, 0.011971981782618268, 0.05985990891309134, 0.011971981782618268, 0.035915945347854805, 0.011971981782618268, 0.011971981782618268, 0.047887927130473074, 0.6584589980440048, 0.011971981782618268, 0.011971981782618268, 0.12211242116597984, 0.0224943933726805, 0.016067423837628925, 0.0032134847675257855, 0.012853939070103142, 0.09961802779329934, 0.0032134847675257855, 0.17031469267886662, 0.0032134847675257855, 0.0032134847675257855, 0.0032134847675257855, 0.0032134847675257855, 0.0032134847675257855, 0.0032134847675257855, 0.0032134847675257855, 0.06105621058298992, 0.2570787814020628, 0.19923605558659868, 0.0032134847675257855, 0.05748576724029272, 0.003592860452518295, 0.010778581357554886, 0.003592860452518295, 0.003592860452518295, 0.17605016217339645, 0.003592860452518295, 0.003592860452518295, 0.003592860452518295, 0.003592860452518295, 0.003592860452518295, 0.025150023167628065, 0.003592860452518295, 0.10419295312303056, 0.003592860452518295, 0.003592860452518295, 0.003592860452518295, 0.5748576724029272, 0.003592860452518295, 0.003592860452518295, 0.003592860452518295, 0.006866085426456783, 0.006866085426456783, 0.1235895376762221, 0.03433042713228392, 0.006866085426456783, 0.006866085426456783, 0.006866085426456783, 0.006866085426456783, 0.006866085426456783, 0.006866085426456783, 0.11672345224976532, 0.006866085426456783, 0.006866085426456783, 0.6248137738075673, 0.006866085426456783, 0.0952141965752302, 0.002441389655775133, 0.021972506901976198, 0.002441389655775133, 0.0659175207059286, 0.12939365175608206, 0.002441389655775133, 0.002441389655775133, 0.002441389655775133, 0.034179455180851866, 0.002441389655775133, 0.058593351738603194, 0.2587873035121641, 0.014648337934650799, 0.0805658586405794, 0.036620844836626996, 0.002441389655775133, 0.1538075483138334, 0.029296675869301597, 0.0133307670885145, 0.017774356118019332, 0.022217945147524166, 0.004443589029504833, 0.053323068354058, 0.04443589029504833, 0.0399923012655435, 0.004443589029504833, 0.004443589029504833, 0.0399923012655435, 0.004443589029504833, 0.004443589029504833, 0.19107432826870782, 0.008887178059009666, 0.004443589029504833, 0.12442049282613533, 0.004443589029504833, 0.004443589029504833, 0.035548712236038664, 0.017774356118019332, 0.33771276624236735, 0.017774356118019332, 0.004745909052599676, 0.009491818105199352, 0.07118863578899513, 0.047459090525996755, 0.4508613599969692, 0.004745909052599676, 0.004745909052599676, 0.03796727242079741, 0.004745909052599676, 0.004745909052599676, 0.03796727242079741, 0.15186908968318963, 0.004745909052599676, 0.023729545262998378, 0.06644272673639545, 0.05220499957859643, 0.018653684272294416, 0.018653684272294416, 0.018653684272294416, 0.05596105281688325, 0.6715326338025991, 0.018653684272294416, 0.018653684272294416, 0.018653684272294416, 0.018653684272294416, 0.018653684272294416, 0.018653684272294416, 0.018653684272294416, 0.5625043381370002, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.021634782236038468, 0.043269564472076937, 0.06490434670811542, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.3204937238044686, 0.040061715475558576, 0.040061715475558576, 0.040061715475558576, 0.0056325761627637715, 0.0056325761627637715, 0.11265152325527542, 0.5970530732529598, 0.0056325761627637715, 0.0957537947669841, 0.028162880813818854, 0.0957537947669841, 0.0056325761627637715, 0.0056325761627637715, 0.0056325761627637715, 0.0056325761627637715, 0.0056325761627637715, 0.0408703540676803, 0.001946207336556205, 0.001946207336556205, 0.001946207336556205, 0.009731036682781025, 0.17710486762661465, 0.001946207336556205, 0.04281656140423651, 0.0817407081353606, 0.001946207336556205, 0.313339381185549, 0.001946207336556205, 0.01167724401933723, 0.001946207336556205, 0.001946207336556205, 0.005838622009668615, 0.02335448803867446, 0.2724690271178687, 0.001946207336556205, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.5618697703694863, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.026755703350927917, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.40262464488881444, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.036602240444437675, 0.07073128357228069, 0.0032150583441945767, 0.012860233376778307, 0.0032150583441945767, 0.035365641786140344, 0.0032150583441945767, 0.06430116688389154, 0.012860233376778307, 0.0032150583441945767, 0.0032150583441945767, 0.0032150583441945767, 0.0032150583441945767, 0.0032150583441945767, 0.0032150583441945767, 0.02250540840936204, 0.6365815521505261, 0.1093119837026156, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.4188051151295055, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.03490042626079213, 0.00708967179297101, 0.021269015378913028, 0.00708967179297101, 0.00708967179297101, 0.00708967179297101, 0.00708967179297101, 0.8294915997776081, 0.042538030757826056, 0.00708967179297101, 0.00708967179297101, 0.00708967179297101, 0.00708967179297101, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.18268388742231495, 0.41756317125100556, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.026097698203187848, 0.018630048076034085, 0.018630048076034085, 0.018630048076034085, 0.018630048076034085, 0.018630048076034085, 0.07452019230413634, 0.018630048076034085, 0.018630048076034085, 0.6147915865091248, 0.03726009615206817, 0.018630048076034085, 0.018630048076034085, 0.018630048076034085, 0.018630048076034085, 0.018630048076034085, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.5349382484305618, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.0281546446542401, 0.020571780228075875, 0.04736293587394213, 0.29613795258555736, 0.0014352404810285494, 0.0004784134936761831, 0.0004784134936761831, 0.012438750835580761, 0.0004784134936761831, 0.0004784134936761831, 0.0004784134936761831, 0.10094524716567464, 0.0014352404810285494, 0.003827307949409465, 0.0033488944557332817, 0.0004784134936761831, 0.5023341683599922, 0.0033488944557332817, 0.0004784134936761831, 0.002870480962057099, 0.04129414311396053, 0.010323535778490132, 0.051617678892450655, 0.010323535778490132, 0.04129414311396053, 0.051617678892450655, 0.04129414311396053, 0.08258828622792105, 0.010323535778490132, 0.010323535778490132, 0.010323535778490132, 0.010323535778490132, 0.010323535778490132, 0.38197082380413483, 0.010323535778490132, 0.010323535778490132, 0.17550010823433224, 0.011140963253415553, 0.011140963253415553, 0.011140963253415553, 0.824431280752751, 0.011140963253415553, 0.011140963253415553, 0.011140963253415553, 0.011140963253415553, 0.011140963253415553, 0.011140963253415553, 0.011140963253415553, 0.011140963253415553, 0.024189997743880497, 0.024189997743880497, 0.024189997743880497, 0.024189997743880497, 0.024189997743880497, 0.024189997743880497, 0.024189997743880497, 0.6047499435970125, 0.024189997743880497, 0.024189997743880497, 0.024189997743880497, 0.024189997743880497, 0.003905587785715768, 0.08592293128574689, 0.14841233585719918, 0.003905587785715768, 0.1210732213571888, 0.023433526714294606, 0.01952793892857884, 0.003905587785715768, 0.023433526714294606, 0.003905587785715768, 0.003905587785715768, 0.031244702285726143, 0.027339114500010375, 0.01952793892857884, 0.011716763357147303, 0.003905587785715768, 0.003905587785715768, 0.003905587785715768, 0.023433526714294606, 0.11716763357147303, 0.31244702285726145, 0.011014775153011122, 0.8261081364758341, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.011014775153011122, 0.059811539104935495, 0.0037382211940584684, 0.029905769552467747, 0.029905769552467747, 0.029905769552467747, 0.08224086626928631, 0.0037382211940584684, 0.0037382211940584684, 0.0037382211940584684, 0.0037382211940584684, 0.0037382211940584684, 0.07850264507522785, 0.014952884776233874, 0.0037382211940584684, 0.1570052901504557, 0.044858654328701626, 0.0037382211940584684, 0.044858654328701626, 0.3887750041820807, 0.010599382360272552, 0.826751824101259, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.010599382360272552, 0.5160317939113697, 0.0020559035613998793, 0.0020559035613998793, 0.22820529531538658, 0.0020559035613998793, 0.0020559035613998793, 0.08223614245599517, 0.0020559035613998793, 0.0020559035613998793, 0.06784481752619602, 0.012335421368399276, 0.0020559035613998793, 0.06784481752619602, 0.6164578903943121, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.09632154537411126, 0.019264309074822253, 0.019264309074822253, 0.019264309074822253, 0.4043077432978885, 0.008602292410593373, 0.008602292410593373, 0.0946252165165271, 0.008602292410593373, 0.008602292410593373, 0.008602292410593373, 0.060216046874153606, 0.008602292410593373, 0.008602292410593373, 0.008602292410593373, 0.008602292410593373, 0.017204584821186746, 0.008602292410593373, 0.07742063169534034, 0.008602292410593373, 0.008602292410593373, 0.23226189508602105, 0.1139275185335636, 0.25064054077383996, 0.02278550370671272, 0.29621154818726536, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.02278550370671272, 0.0047003210607032605, 0.014100963182109781, 0.0047003210607032605, 0.06110417378914238, 0.0047003210607032605, 0.03290224742492282, 0.08460577909265868, 0.0047003210607032605, 0.0047003210607032605, 0.19741348454953694, 0.0047003210607032605, 0.009400642121406521, 0.1786122003067239, 0.0047003210607032605, 0.0047003210607032605, 0.0047003210607032605, 0.3525240795527445, 0.0047003210607032605, 0.010686028939145855, 0.03205808681743756, 0.010686028939145855, 0.010686028939145855, 0.010686028939145855, 0.010686028939145855, 0.010686028939145855, 0.20303454984377123, 0.010686028939145855, 0.010686028939145855, 0.010686028939145855, 0.6091036495313137, 0.010686028939145855, 0.010686028939145855, 0.10533684003990727, 0.0017556140006651213, 0.0035112280013302427, 0.047401578017958274, 0.0333566660126373, 0.09304754203525142, 0.04037912201529779, 0.0017556140006651213, 0.12464859404722362, 0.05969087602261412, 0.05091280601928852, 0.0017556140006651213, 0.0017556140006651213, 0.05442403402061876, 0.27036455610242865, 0.022822982008646575, 0.052668420019953636, 0.02984543801130706, 0.25837832323889076, 0.0035885878227623715, 0.035885878227623715, 0.057417405164197945, 0.061005992986960314, 0.0035885878227623715, 0.0035885878227623715, 0.125600573796683, 0.07177175645524743, 0.057417405164197945, 0.0035885878227623715, 0.0035885878227623715, 0.0035885878227623715, 0.1004804590373464, 0.017942939113811857, 0.17942939113811857, 0.39806114042224977, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.03618737640202271, 0.018360014164979302, 0.041965746662809826, 0.40654317079597024, 0.002622859166425614, 0.002622859166425614, 0.002622859166425614, 0.002622859166425614, 0.002622859166425614, 0.002622859166425614, 0.002622859166425614, 0.03934288749638421, 0.002622859166425614, 0.002622859166425614, 0.17835442331694176, 0.28064593080754074, 0.002622859166425614, 0.002622859166425614, 0.002622859166425614, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.5360267117116199, 0.028211932195348413, 0.028211932195348413, 0.028211932195348413, 0.26848309533168235, 0.08949436511056079, 0.039775273382471464, 0.009943818345617866, 0.009943818345617866, 0.009943818345617866, 0.009943818345617866, 0.009943818345617866, 0.009943818345617866, 0.009943818345617866, 0.009943818345617866, 0.3480336420966253, 0.12926963849303225, 0.009943818345617866, 0.009943818345617866, 0.024209860372168726, 0.024209860372168726, 0.21788874334951855, 0.024209860372168726, 0.024209860372168726, 0.2420986037216873, 0.024209860372168726, 0.024209860372168726, 0.024209860372168726, 0.024209860372168726, 0.024209860372168726, 0.024209860372168726, 0.024209860372168726, 0.14525916223301236, 0.024209860372168726, 0.024209860372168726, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.01561340907575189, 0.6869899993330831, 0.01561340907575189, 0.06245363630300756, 0.01561340907575189, 0.004612988449619275, 0.004612988449619275, 0.0184519537984771, 0.7842080364352768, 0.004612988449619275, 0.055355861395431305, 0.004612988449619275, 0.05074287294581203, 0.023064942248096378, 0.004612988449619275, 0.004612988449619275, 0.00922597689923855, 0.004612988449619275, 0.004612988449619275, 0.031921840419790584, 0.031921840419790584, 0.031921840419790584, 0.4149839254572776, 0.031921840419790584, 0.031921840419790584, 0.031921840419790584, 0.031921840419790584, 0.09576552125937175, 0.031921840419790584, 0.031921840419790584, 0.031921840419790584, 0.031921840419790584, 0.0003415228530107993, 0.010587208443334778, 0.11201949578754217, 0.0010245685590323979, 0.013319391267421172, 0.03517685386011232, 0.007855025619248383, 0.035859899566133925, 0.0003415228530107993, 0.3630387927504796, 0.06659695633710586, 0.0030737056770971933, 0.06113259068893307, 0.03654294527215552, 0.0003415228530107993, 0.006147411354194387, 0.08982051034184022, 0.04098274236129591, 0.0003415228530107993, 0.11406863290560695, 0.013770663555484267, 0.002754132711096853, 0.17901862622129547, 0.002754132711096853, 0.013770663555484267, 0.027541327110968534, 0.002754132711096853, 0.002754132711096853, 0.06334505235522762, 0.002754132711096853, 0.03304959253316224, 0.019278928977677974, 0.2588884748431042, 0.013770663555484267, 0.002754132711096853, 0.20655995333226398, 0.02478719439987168, 0.01652479626658112, 0.10465704302168043, 0.01661628866000289, 0.11631402062002022, 0.01661628866000289, 0.01661628866000289, 0.01661628866000289, 0.01661628866000289, 0.01661628866000289, 0.01661628866000289, 0.01661628866000289, 0.09969773196001733, 0.01661628866000289, 0.5317212371200924, 0.01661628866000289, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.02661495245441307, 0.5589140015426745, 0.011252700334853826, 0.061086087532063627, 0.004822585857794497, 0.040647509372839334, 0.025031517071409534, 0.06384185087937477, 0.014927051464602015, 0.0032150572385296647, 0.004592938912185236, 0.14674439824431826, 0.00022964694560926175, 0.282465743099392, 0.05373738527256725, 0.1279133487043588, 0.019749637322396513, 0.008726583933151948, 0.014697404518992752, 0.00022964694560926175, 0.00022964694560926175, 0.015386345355820539, 0.022505400669707652, 0.03238021933090591, 0.018831049539959465, 0.00022964694560926175, 0.01584563924703906, 0.010793406443635302, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.043895800636149576, 0.26337480381689743, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.01596369768095332, 0.04789109304285996, 0.7183663956428994, 0.00972168197614483, 0.16526859359446208, 0.00972168197614483, 0.00972168197614483, 0.00972168197614483, 0.00972168197614483, 0.029165045928434486, 0.00972168197614483, 0.00972168197614483, 0.00972168197614483, 0.00972168197614483, 0.5833009185686897, 0.00972168197614483, 0.00972168197614483, 0.07777345580915863, 0.00972168197614483, 0.00972168197614483, 0.06960559730581674, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.16241306038023906, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.02320186576860558, 0.4176335838349004, 0.02639433243356149, 0.02639433243356149, 0.02639433243356149, 0.02639433243356149, 0.02639433243356149, 0.5542809811047913, 0.02639433243356149, 0.02639433243356149, 0.02639433243356149, 0.02639433243356149, 0.02639433243356149, 0.02639433243356149, 0.05278866486712298, 0.02639433243356149, 0.02639433243356149, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.08124329407405428, 0.7427958315342106, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.01160618486772204, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.693397356558869, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.018247298856812345, 0.025085650514614977, 0.025085650514614977, 0.025085650514614977, 0.025085650514614977, 0.025085650514614977, 0.025085650514614977, 0.6020556123507594, 0.025085650514614977, 0.025085650514614977, 0.025085650514614977, 0.025085650514614977, 0.1911246973954627, 0.005309019372096186, 0.005309019372096186, 0.1539615617907894, 0.12210744555821228, 0.12741646493030845, 0.005309019372096186, 0.08494430995353898, 0.14334352304659703, 0.005309019372096186, 0.021236077488384745, 0.005309019372096186, 0.005309019372096186, 0.005309019372096186, 0.09556234869773135, 0.005309019372096186, 0.018246036990299527, 0.018246036990299527, 0.018246036990299527, 0.6021192206798843, 0.018246036990299527, 0.018246036990299527, 0.018246036990299527, 0.018246036990299527, 0.018246036990299527, 0.0729841479611981, 0.018246036990299527, 0.018246036990299527, 0.054738110970898576, 0.018246036990299527, 0.018246036990299527, 0.018246036990299527, 0.021896291931733806, 0.0015640208522667005, 0.017204229374933707, 0.41915758840747575, 0.003128041704533401, 0.015640208522667006, 0.006256083409066802, 0.023460312784000507, 0.014076187670400305, 0.08132908431786842, 0.02815237534080061, 0.08914918857920193, 0.04222856301120091, 0.0015640208522667005, 0.017204229374933707, 0.014076187670400305, 0.02502433363626721, 0.012512166818133604, 0.13763383499946966, 0.021896291931733806, 0.0015640208522667005, 0.0015640208522667005, 0.04666800743210637, 0.10753932147398423, 0.002029043801395929, 0.05681322643908601, 0.4260991982931451, 0.02434852561675115, 0.002029043801395929, 0.03855183222652265, 0.034493744623730796, 0.028406613219543006, 0.02434852561675115, 0.002029043801395929, 0.002029043801395929, 0.002029043801395929, 0.12377167188515167, 0.028406613219543006, 0.01826139421256336, 0.002029043801395929, 0.016232350411167433, 0.012174262808375575, 0.057805827234245766, 0.01778640837976793, 0.001482200698313994, 0.011857605586511952, 0.010375404888197957, 0.03557281675953586, 0.06669903142412974, 0.001482200698313994, 0.001482200698313994, 0.002964401396627988, 0.17638188309936528, 0.019268609078081922, 0.01482200698313994, 0.001482200698313994, 0.06521683072581573, 0.032608415362907865, 0.023715211173023904, 0.09486084469209562, 0.001482200698313994, 0.001482200698313994, 0.35721036829367253, 0.014653317162627636, 0.2051464402767869, 0.014653317162627636, 0.014653317162627636, 0.11722653730102109, 0.19049312311415928, 0.014653317162627636, 0.014653317162627636, 0.014653317162627636, 0.014653317162627636, 0.04395995148788291, 0.014653317162627636, 0.014653317162627636, 0.04395995148788291, 0.10257322013839346, 0.11722653730102109, 0.014653317162627636, 0.014653317162627636, 0.09320452314055606, 0.003213949073812278, 0.003213949073812278, 0.003213949073812278, 0.11570216665724202, 0.003213949073812278, 0.003213949073812278, 0.003213949073812278, 0.46602261570278036, 0.003213949073812278, 0.003213949073812278, 0.003213949073812278, 0.003213949073812278, 0.003213949073812278, 0.003213949073812278, 0.048209236107184174, 0.23140433331448404, 0.003213949073812278, 0.03238160227280732, 0.03238160227280732, 0.03238160227280732, 0.25905281818245857, 0.12952640909122928, 0.03238160227280732, 0.03238160227280732, 0.03238160227280732, 0.03238160227280732, 0.12952640909122928, 0.03238160227280732, 0.03238160227280732, 0.03238160227280732, 0.02944141809967316, 0.02944141809967316, 0.02944141809967316, 0.20608992669771212, 0.02944141809967316, 0.02944141809967316, 0.3532970171960779, 0.02944141809967316, 0.02944141809967316, 0.02944141809967316, 0.02944141809967316, 0.02944141809967316, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.23594158176776556, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.04718831635355311, 0.025058589933052315, 0.025058589933052315, 0.6014061583932555, 0.025058589933052315, 0.025058589933052315, 0.025058589933052315, 0.025058589933052315, 0.025058589933052315, 0.025058589933052315, 0.025058589933052315, 0.025058589933052315, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.3221602060149739, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.04027002575187174, 0.026261592071768886, 0.003751656010252698, 0.06752980818454857, 0.003751656010252698, 0.018758280051263492, 0.003751656010252698, 0.05627484015379047, 0.06002649616404317, 0.11254968030758095, 0.003751656010252698, 0.06377815217429587, 0.003751656010252698, 0.10504636828707554, 0.06377815217429587, 0.29262916879971046, 0.003751656010252698, 0.003751656010252698, 0.003751656010252698, 0.08253643222555936, 0.007503312020505396, 0.02181425720773518, 0.0012831916004550105, 0.17836363246324646, 0.0012831916004550105, 0.0012831916004550105, 0.06800915482411556, 0.002566383200910021, 0.0012831916004550105, 0.055177238819565454, 0.0012831916004550105, 0.06544277162320554, 0.0012831916004550105, 0.239956829285087, 0.014115107605005117, 0.0012831916004550105, 0.0834074540295757, 0.048761280817290406, 0.0012831916004550105, 0.03977893961410533, 0.0012831916004550105, 0.005132766401820042, 0.16168214165733133, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.23347663121273624, 0.02918457890159203, 0.2918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.02918457890159203, 0.00630219602911704, 0.018906588087351118, 0.00630219602911704, 0.00630219602911704, 0.00630219602911704, 0.08192854837852151, 0.19536807690262822, 0.07562635234940447, 0.00630219602911704, 0.08823074440763855, 0.00630219602911704, 0.0630219602911704, 0.00630219602911704, 0.0630219602911704, 0.00630219602911704, 0.044115372203819274, 0.28990101733938384, 0.08180034681207181, 0.0028207016142093727, 0.01128280645683749, 0.0028207016142093727, 0.031027717756303103, 0.04513122582734996, 0.01128280645683749, 0.014103508071046865, 0.005641403228418745, 0.15231788716730613, 0.01128280645683749, 0.0028207016142093727, 0.0028207016142093727, 0.0028207016142093727, 0.0028207016142093727, 0.0028207016142093727, 0.0028207016142093727, 0.0028207016142093727, 0.036669120984721845, 0.036669120984721845, 0.5020848873292684, 0.031027717756303103, 0.16327834495165133, 0.009071019163980629, 0.0045355095819903145, 0.0045355095819903145, 0.0045355095819903145, 0.09978121080378692, 0.0045355095819903145, 0.013606528745970944, 0.0045355095819903145, 0.0045355095819903145, 0.0045355095819903145, 0.19049140244359322, 0.0045355095819903145, 0.0045355095819903145, 0.0045355095819903145, 0.07256815331184503, 0.39458933363315735, 0.009443431693237228, 0.009443431693237228, 0.009443431693237228, 0.037773726772948914, 0.009443431693237228, 0.018886863386474457, 0.009443431693237228, 0.009443431693237228, 0.009443431693237228, 0.009443431693237228, 0.009443431693237228, 0.009443431693237228, 0.009443431693237228, 0.009443431693237228, 0.018886863386474457, 0.7271442403792665, 0.0661040218526606, 0.019394385235783133, 0.019394385235783133, 0.4775867364311596, 0.012121490772364458, 0.019394385235783133, 0.009697192617891566, 0.06545605017076807, 0.05091026124393072, 0.0024242981544728916, 0.026667279699201806, 0.0024242981544728916, 0.021818683390256024, 0.01697008708131024, 0.0024242981544728916, 0.004848596308945783, 0.0024242981544728916, 0.12363920587811747, 0.024242981544728915, 0.09454762802444276, 0.011596503955963863, 0.8233517808734343, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.011596503955963863, 0.1050005064024228, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.525002532012114, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.02100010128048456, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.7116373180646454, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.017790932951616132, 0.007864731574055666, 0.05505312101838966, 0.047188389444334, 0.03932365787027833, 0.007864731574055666, 0.11010624203677932, 0.12583570518489065, 0.007864731574055666, 0.06291785259244533, 0.05505312101838966, 0.007864731574055666, 0.16515936305516898, 0.007864731574055666, 0.007864731574055666, 0.07078258416650099, 0.007864731574055666, 0.17302409462922463, 0.023594194722167, 0.009397947754262045, 0.004698973877131023, 0.9209988799176805, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.004698973877131023, 0.03616183587394665, 0.03616183587394665, 0.03616183587394665, 0.03616183587394665, 0.03616183587394665, 0.03616183587394665, 0.03616183587394665, 0.03616183587394665, 0.39778019461341313, 0.03616183587394665, 0.03616183587394665, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.036781478571672875, 0.4045962642884016, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.7238871942026577, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.017235409385777563, 0.020674498534480282, 0.020674498534480282, 0.020674498534480282, 0.020674498534480282, 0.2480939824137634, 0.020674498534480282, 0.1240469912068817, 0.020674498534480282, 0.020674498534480282, 0.020674498534480282, 0.06202349560344085, 0.020674498534480282, 0.2687684809482437, 0.12014399198646879, 0.012014399198646879, 0.036043197595940636, 0.012014399198646879, 0.012014399198646879, 0.012014399198646879, 0.012014399198646879, 0.012014399198646879, 0.012014399198646879, 0.012014399198646879, 0.22827358477429072, 0.012014399198646879, 0.012014399198646879, 0.44453277034993455, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.02755221489504273, 0.5510442979008546, 0.21947751523000597, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.22992882547905386, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.010451310249047902, 0.3866984792147724, 0.008486831400291507, 0.0009429812666990564, 0.0018859625333981127, 0.011315775200388676, 0.0009429812666990564, 0.05752185726864244, 0.0009429812666990564, 0.022631550400777353, 0.0009429812666990564, 0.011315775200388676, 0.0009429812666990564, 0.025460494200874522, 0.004714906333495282, 0.15464892773864525, 0.0009429812666990564, 0.03771925066796226, 0.004714906333495282, 0.024517512934175468, 0.4035959821471961, 0.0009429812666990564, 0.0009429812666990564, 0.019802606600680183, 0.0009429812666990564, 0.024517512934175468, 0.02828943800097169, 0.15087700267184903, 0.0077281643015764635, 0.0077281643015764635, 0.0077281643015764635, 0.07728164301576464, 0.03864082150788232, 0.13910695742837634, 0.0077281643015764635, 0.5796123226182347, 0.0077281643015764635, 0.03864082150788232, 0.0077281643015764635, 0.0077281643015764635, 0.0077281643015764635, 0.0077281643015764635, 0.015456328603152927, 0.007407332532852669, 0.02222199759855801, 0.007407332532852669, 0.007407332532852669, 0.1407393181242007, 0.02222199759855801, 0.007407332532852669, 0.1925906458541694, 0.007407332532852669, 0.10370265545993737, 0.007407332532852669, 0.07407332532852669, 0.34814462904407545, 0.007407332532852669, 0.007407332532852669, 0.007407332532852669, 0.025019371953766207, 0.018764528965324656, 0.003127421494220776, 0.20015497563012966, 0.0656758513786363, 0.01563710747110388, 0.003127421494220776, 0.04378390091909086, 0.003127421494220776, 0.05942100839019474, 0.003127421494220776, 0.02189195045954543, 0.003127421494220776, 0.012509685976883103, 0.43471158769668783, 0.003127421494220776, 0.003127421494220776, 0.003127421494220776, 0.02814679344798698, 0.003127421494220776, 0.03752905793064931, 0.009382264482662328, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.5214889441596142, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.030675820244683186, 0.572015392443892, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.026000699656540546, 0.020278844078596467, 0.020278844078596467, 0.6894806986722799, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.020278844078596467, 0.015325735545513168, 0.015325735545513168, 0.015325735545513168, 0.015325735545513168, 0.015325735545513168, 0.015325735545513168, 0.015325735545513168, 0.015325735545513168, 0.7509610417301452, 0.015325735545513168, 0.015325735545513168, 0.015325735545513168, 0.005919129054633964, 0.09470606487414343, 0.005919129054633964, 0.005919129054633964, 0.005919129054633964, 0.005919129054633964, 0.005919129054633964, 0.7458102608838795, 0.005919129054633964, 0.023676516218535858, 0.011838258109267929, 0.005919129054633964, 0.005919129054633964, 0.03551477432780379, 0.005919129054633964, 0.005919129054633964, 0.011926539631144529, 0.021467771336060152, 0.0023853079262289058, 0.0023853079262289058, 0.0023853079262289058, 0.0023853079262289058, 0.07871516156555389, 0.0023853079262289058, 0.27192510359009525, 0.0023853079262289058, 0.14788909142619217, 0.0023853079262289058, 0.0023853079262289058, 0.10495354875407185, 0.0023853079262289058, 0.329172493819589, 0.006304106628420094, 0.37824639770520563, 0.006304106628420094, 0.006304106628420094, 0.006304106628420094, 0.006304106628420094, 0.07564927954104113, 0.006304106628420094, 0.006304106628420094, 0.006304106628420094, 0.45389567724624674, 0.006304106628420094, 0.006304106628420094, 0.006304106628420094, 0.01947681743923155, 0.01947681743923155, 0.01947681743923155, 0.01947681743923155, 0.01947681743923155, 0.0779072697569262, 0.01947681743923155, 0.01947681743923155, 0.01947681743923155, 0.01947681743923155, 0.1947681743923155, 0.01947681743923155, 0.4284899836630941, 0.01947681743923155, 0.009487148428918443, 0.7969204680291492, 0.009487148428918443, 0.009487148428918443, 0.009487148428918443, 0.009487148428918443, 0.0664100390024291, 0.009487148428918443, 0.009487148428918443, 0.009487148428918443, 0.009487148428918443, 0.009487148428918443, 0.009487148428918443, 0.009487148428918443, 0.005989222741612873, 0.2934719143390308, 0.005989222741612873, 0.01796766822483862, 0.005989222741612873, 0.005989222741612873, 0.04791378193290299, 0.4192455919129011, 0.005989222741612873, 0.08384911838258022, 0.005989222741612873, 0.005989222741612873, 0.005989222741612873, 0.05989222741612873, 0.005989222741612873, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.011980889771773395, 0.8027196147088175, 0.03730920234115901, 0.41040122575274907, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.03730920234115901, 0.24125528294111007, 0.08202679619997742, 0.004825105658822201, 0.004825105658822201, 0.004825105658822201, 0.4873356715410423, 0.004825105658822201, 0.004825105658822201, 0.053076162247044215, 0.004825105658822201, 0.004825105658822201, 0.07237658488233302, 0.004825105658822201, 0.004825105658822201, 0.04456281064044734, 0.26366329628931345, 0.003713567553370612, 0.15225626968819508, 0.003713567553370612, 0.003713567553370612, 0.003713567553370612, 0.06684421596067101, 0.003713567553370612, 0.003713567553370612, 0.05570351330055918, 0.014854270213482448, 0.003713567553370612, 0.05570351330055918, 0.29708540426964897, 0.003713567553370612, 0.003713567553370612, 0.031222164324191254, 0.2809994789177213, 0.031222164324191254, 0.031222164324191254, 0.031222164324191254, 0.031222164324191254, 0.031222164324191254, 0.031222164324191254, 0.031222164324191254, 0.031222164324191254, 0.12488865729676502, 0.031222164324191254, 0.09366649297257376, 0.031222164324191254, 0.031222164324191254, 0.04127069285125846, 0.2888948499588092, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.04127069285125846, 0.03663559620706473, 0.03663559620706473, 0.03663559620706473, 0.03663559620706473, 0.03663559620706473, 0.03663559620706473, 0.03663559620706473, 0.03663559620706473, 0.4396271544847768, 0.03663559620706473, 0.03663559620706473, 0.03663559620706473, 0.00618859829322266, 0.00618859829322266, 0.00618859829322266, 0.00618859829322266, 0.6188598293222659, 0.11139476927800787, 0.00618859829322266, 0.00618859829322266, 0.00618859829322266, 0.00618859829322266, 0.17946935050345714, 0.00618859829322266, 0.00618859829322266, 0.00618859829322266, 0.00618859829322266, 0.00618859829322266, 0.023673439672391657, 0.023673439672391657, 0.023673439672391657, 0.023673439672391657, 0.4497953537754415, 0.023673439672391657, 0.023673439672391657, 0.023673439672391657, 0.023673439672391657, 0.023673439672391657, 0.18938751737913326, 0.023673439672391657, 0.023673439672391657, 0.023673439672391657, 0.020492710139438968, 0.08197084055775587, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.020492710139438968, 0.614781304183169, 0.020492710139438968, 0.006478642278294783, 0.0777437073395374, 0.23323112201861218, 0.006478642278294783, 0.006478642278294783, 0.006478642278294783, 0.12957284556589566, 0.006478642278294783, 0.006478642278294783, 0.006478642278294783, 0.006478642278294783, 0.006478642278294783, 0.44054767492404523, 0.006478642278294783, 0.006478642278294783, 0.02591456911317913, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.4440723935676664, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.03171945668340474, 0.01703011524286414, 0.2043613829143697, 0.01703011524286414, 0.01703011524286414, 0.01703011524286414, 0.01703011524286414, 0.01703011524286414, 0.01703011524286414, 0.01703011524286414, 0.01703011524286414, 0.5449636877716525, 0.01703011524286414, 0.01703011524286414, 0.015021103102597693, 0.015021103102597693, 0.25535875274416076, 0.015021103102597693, 0.015021103102597693, 0.015021103102597693, 0.015021103102597693, 0.015021103102597693, 0.015021103102597693, 0.015021103102597693, 0.015021103102597693, 0.5107175054883215, 0.015021103102597693, 0.015021103102597693, 0.015021103102597693, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.09585711536748462, 0.07189283652561346, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.023964278841871155, 0.45532129799555193, 0.024602999349908252, 0.024602999349908252, 0.024602999349908252, 0.024602999349908252, 0.024602999349908252, 0.024602999349908252, 0.024602999349908252, 0.4182509889484403, 0.024602999349908252, 0.024602999349908252, 0.024602999349908252, 0.024602999349908252, 0.19682399479926602, 0.014773048718139352, 0.004924349572713117, 0.004924349572713117, 0.014773048718139352, 0.004924349572713117, 0.08863829230883612, 0.14773048718139353, 0.004924349572713117, 0.6401654444527053, 0.004924349572713117, 0.004924349572713117, 0.004924349572713117, 0.004924349572713117, 0.004924349572713117, 0.004924349572713117, 0.004924349572713117, 0.024621747863565586, 0.015249731018551, 0.106748117129857, 0.015249731018551, 0.015249731018551, 0.015249731018551, 0.015249731018551, 0.015249731018551, 0.548990316667836, 0.060998924074204, 0.015249731018551, 0.015249731018551, 0.015249731018551, 0.015249731018551, 0.076248655092755, 0.003642721748185027, 0.007285443496370054, 0.8997522718017017, 0.003642721748185027, 0.003642721748185027, 0.003642721748185027, 0.003642721748185027, 0.003642721748185027, 0.040069939230035295, 0.003642721748185027, 0.003642721748185027, 0.003642721748185027, 0.003642721748185027, 0.003642721748185027, 0.003642721748185027, 0.01695396601061567, 0.9194266182680036, 0.0013041512315858208, 0.0013041512315858208, 0.0013041512315858208, 0.0013041512315858208, 0.0013041512315858208, 0.044341141873917904, 0.0013041512315858208, 0.0013041512315858208, 0.0013041512315858208, 0.0013041512315858208, 0.0013041512315858208, 0.0013041512315858208, 0.0051862537300430885, 0.0051862537300430885, 0.8868493878373681, 0.0051862537300430885, 0.0051862537300430885, 0.020745014920172354, 0.0051862537300430885, 0.0051862537300430885, 0.015558761190129266, 0.0051862537300430885, 0.0051862537300430885, 0.0051862537300430885, 0.0051862537300430885, 0.011603899687816586, 0.8006690784593443, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.011603899687816586, 0.0038090399799793964, 0.9103605552150758, 0.0038090399799793964, 0.0038090399799793964, 0.019045199899896982, 0.0038090399799793964, 0.0038090399799793964, 0.015236159919917586, 0.0038090399799793964, 0.0038090399799793964, 0.0038090399799793964, 0.0038090399799793964, 0.0038090399799793964, 0.0038090399799793964, 0.006636341582309023, 0.8295426977886278, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.006636341582309023, 0.06636341582309023, 0.02131496739192364, 0.6394490217577092, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.02131496739192364, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.03344673329852677, 0.46825426617937477, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.5888471491966617, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.02453529788319424, 0.011686441405867377, 0.011686441405867377, 0.011686441405867377, 0.09349153124693901, 0.011686441405867377, 0.011686441405867377, 0.011686441405867377, 0.011686441405867377, 0.6778136015403078, 0.011686441405867377, 0.011686441405867377, 0.011686441405867377, 0.03505932421760213, 0.011686441405867377, 0.017583448166108812, 0.017583448166108812, 0.017583448166108812, 0.05275034449832644, 0.017583448166108812, 0.035166896332217625, 0.017583448166108812, 0.017583448166108812, 0.017583448166108812, 0.6505875821460261, 0.017583448166108812, 0.017583448166108812, 0.017583448166108812, 0.017583448166108812, 0.013826707768038916, 0.013826707768038916, 0.041480123304116746, 0.013826707768038916, 0.5254148951854788, 0.013826707768038916, 0.013826707768038916, 0.013826707768038916, 0.013826707768038916, 0.027653415536077832, 0.013826707768038916, 0.013826707768038916, 0.20740061652058375, 0.013826707768038916, 0.0049506276898694905, 0.0049506276898694905, 0.03465439382908644, 0.06435815996830338, 0.024753138449347453, 0.11881506455686777, 0.0049506276898694905, 0.0049506276898694905, 0.0049506276898694905, 0.07425941534804235, 0.014851883069608472, 0.0049506276898694905, 0.1039631814872593, 0.0049506276898694905, 0.1089138091771288, 0.014851883069608472, 0.009901255379738981, 0.1485188306960847, 0.22772887373399658, 0.009901255379738981, 0.01803648912269123, 0.07214595649076493, 0.02404865216358831, 0.0060121630408970774, 0.012024326081794155, 0.02404865216358831, 0.0060121630408970774, 0.07214595649076493, 0.0060121630408970774, 0.0060121630408970774, 0.01803648912269123, 0.0060121630408970774, 0.0060121630408970774, 0.0060121630408970774, 0.0060121630408970774, 0.0060121630408970774, 0.01803648912269123, 0.0060121630408970774, 0.2404865216358831, 0.0060121630408970774, 0.0060121630408970774, 0.0060121630408970774, 0.07214595649076493, 0.35471761941292757, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.2963272328870593, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.04233246184100847, 0.019840850654975276, 0.0024801063318719094, 0.0024801063318719094, 0.0024801063318719094, 0.07688329628802919, 0.017360744323103364, 0.12896552925733928, 0.03224138231433482, 0.0024801063318719094, 0.03472148864620673, 0.004960212663743819, 0.0024801063318719094, 0.04960212663743819, 0.0024801063318719094, 0.0024801063318719094, 0.04464191397369437, 0.24801063318719094, 0.1339257419210831, 0.022320956986847183, 0.16864723056728984, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.02077921222965497, 0.04155842445930994, 0.623376366889649, 0.02939296460893167, 0.02939296460893167, 0.11757185843572668, 0.02939296460893167, 0.02939296460893167, 0.02939296460893167, 0.02939296460893167, 0.41150150452504336, 0.02939296460893167, 0.02939296460893167, 0.02939296460893167, 0.02939296460893167, 0.02939296460893167, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.5543535210028581, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.0277176760501429, 0.48403340615506457, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.03226889374367097, 0.07362027825107116, 0.0018876994423351581, 0.013213896096346106, 0.0018876994423351581, 0.005663098327005474, 0.04719248605837895, 0.0018876994423351581, 0.04908018550071411, 0.0018876994423351581, 0.12647586263645558, 0.0018876994423351581, 0.32090890519697685, 0.0018876994423351581, 0.022652393308021896, 0.0018876994423351581, 0.062294081597060215, 0.1302512615211259, 0.0018876994423351581, 0.12836356207879074, 0.11679091718263583, 0.0029946389021188674, 0.032941027923307546, 0.0029946389021188674, 0.13475875059534903, 0.0029946389021188674, 0.0029946389021188674, 0.005989277804237735, 0.0029946389021188674, 0.0029946389021188674, 0.28449069570129243, 0.0029946389021188674, 0.0029946389021188674, 0.0029946389021188674, 0.20663008424620186, 0.0029946389021188674, 0.0029946389021188674, 0.03593566682542641, 0.14673730620382452, 0.004425377855963293, 0.01770151142385317, 0.004425377855963293, 0.14603746924678865, 0.03540302284770634, 0.004425377855963293, 0.061955289983486095, 0.013276133567889878, 0.20356738137431146, 0.013276133567889878, 0.06638066783944939, 0.004425377855963293, 0.004425377855963293, 0.004425377855963293, 0.039828400703669636, 0.01770151142385317, 0.16373898067064183, 0.004425377855963293, 0.15931360281467855, 0.004425377855963293, 0.013276133567889878, 0.004425377855963293, 0.54582435617478, 0.018821529523268276, 0.018821529523268276, 0.018821529523268276, 0.056464588569804824, 0.018821529523268276, 0.018821529523268276, 0.018821529523268276, 0.018821529523268276, 0.0752861180930731, 0.018821529523268276, 0.03764305904653655, 0.018821529523268276, 0.018821529523268276, 0.018821529523268276, 0.018821529523268276, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.4005541104979955, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.03641401004527232, 0.027142731518910928, 0.027142731518910928, 0.027142731518910928, 0.027142731518910928, 0.027142731518910928, 0.24428458367019834, 0.10857092607564371, 0.027142731518910928, 0.027142731518910928, 0.027142731518910928, 0.027142731518910928, 0.2714273151891093, 0.027142731518910928, 0.027142731518910928, 0.025571713118230893, 0.051143426236461786, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.5370059754828488, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.025571713118230893, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.07098486613544236, 0.023661622045147452, 0.5442173070383914, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.023661622045147452, 0.04978476632923585, 0.04978476632923585, 0.1991390653169434, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.04978476632923585, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.4527638246118141, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.03234027318655815, 0.047725281852767656, 0.047725281852767656, 0.19090112741107063, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.047725281852767656, 0.13977170052202267, 0.002025676819159749, 0.2937231387781636, 0.02228244501075724, 0.04253921320235473, 0.002025676819159749, 0.030385152287396234, 0.004051353638319498, 0.14584873097950193, 0.030385152287396234, 0.03646218274487548, 0.08102707276638996, 0.002025676819159749, 0.002025676819159749, 0.002025676819159749, 0.002025676819159749, 0.13774602370286293, 0.01620541455327799, 0.002025676819159749, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.35002782726456505, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.0388919808071739, 0.1284734812614225, 0.007557263603613087, 0.007557263603613087, 0.007557263603613087, 0.015114527207226175, 0.06801537243251779, 0.007557263603613087, 0.007557263603613087, 0.007557263603613087, 0.007557263603613087, 0.052900845225291614, 0.007557263603613087, 0.015114527207226175, 0.6272528790998863, 0.0454749055500195, 0.0454749055500195, 0.272849433300117, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.0454749055500195, 0.009047860030006091, 0.13571790045009136, 0.06333502021004264, 0.009047860030006091, 0.2081007806901401, 0.009047860030006091, 0.06333502021004264, 0.009047860030006091, 0.009047860030006091, 0.009047860030006091, 0.009047860030006091, 0.14476576048009746, 0.009047860030006091, 0.19000506063012793, 0.009047860030006091, 0.009047860030006091, 0.009047860030006091, 0.07238288024004873, 0.005334075852686422, 0.17602450313865192, 0.005334075852686422, 0.08001113779029632, 0.005334075852686422, 0.026670379263432107, 0.005334075852686422, 0.0960133653483556, 0.02133630341074569, 0.10668151705372843, 0.005334075852686422, 0.2453674892235754, 0.11201559290641486, 0.005334075852686422, 0.08001113779029632, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.06472407231527343, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.03236203615763671, 0.4207064700492773, 0.11236430048539102, 0.004681845853557959, 0.004681845853557959, 0.004681845853557959, 0.009363691707115918, 0.36518397657752083, 0.004681845853557959, 0.004681845853557959, 0.004681845853557959, 0.004681845853557959, 0.08895507121760123, 0.36518397657752083, 0.004681845853557959, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.5252944802954779, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.029183026683082106, 0.04441927704775945, 0.2665156622865567, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.04441927704775945, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.27332774887371886, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.045554624812286476, 0.2269335719416612, 0.08052481585026688, 0.06588394024112744, 0.003660218902284858, 0.051243064631988015, 0.003660218902284858, 0.1500689749936792, 0.003660218902284858, 0.003660218902284858, 0.025621532315994008, 0.007320437804569716, 0.010980656706854575, 0.02196131341370915, 0.003660218902284858, 0.0878452536548366, 0.13542809938453976, 0.003660218902284858, 0.04758284572970316, 0.05490328353427287, 0.03773293425403679, 0.03773293425403679, 0.03773293425403679, 0.2641305397782575, 0.03773293425403679, 0.15093173701614715, 0.03773293425403679, 0.03773293425403679, 0.03773293425403679, 0.03773293425403679, 0.03773293425403679, 0.03773293425403679, 0.03773293425403679, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.03340939783973425, 0.43432217191654526, 0.03340939783973425, 0.01866613578082449, 0.01866613578082449, 0.01866613578082449, 0.01866613578082449, 0.01866613578082449, 0.03733227156164898, 0.01866613578082449, 0.01866613578082449, 0.01866613578082449, 0.01866613578082449, 0.03733227156164898, 0.01866613578082449, 0.3733227156164898, 0.01866613578082449, 0.01866613578082449, 0.1493290862465959, 0.11199681468494693, 0.041555497971901306, 0.041555497971901306, 0.041555497971901306, 0.041555497971901306, 0.041555497971901306, 0.041555497971901306, 0.041555497971901306, 0.33244398377521045, 0.041555497971901306, 0.041555497971901306, 0.041555497971901306, 0.041555497971901306, 0.006927868633892097, 0.013855737267784194, 0.10391802950838144, 0.006927868633892097, 0.006927868633892097, 0.2355475335523313, 0.006927868633892097, 0.006927868633892097, 0.027711474535568388, 0.006927868633892097, 0.006927868633892097, 0.006927868633892097, 0.03463934316946048, 0.006927868633892097, 0.08313442360670516, 0.006927868633892097, 0.02078360590167629, 0.15934097857951823, 0.12470163541005774, 0.006927868633892097, 0.07620655497281306, 0.055422949071136776, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.021561642959578953, 0.28030135847452636, 0.1293698577574737, 0.021561642959578953, 0.06468492887873685, 0.021561642959578953, 0.21561642959578953, 0.06505231368520159, 0.009293187669314513, 0.009293187669314513, 0.018586375338629026, 0.009293187669314513, 0.7062822628679031, 0.009293187669314513, 0.009293187669314513, 0.0743455013545161, 0.009293187669314513, 0.009293187669314513, 0.009293187669314513, 0.009293187669314513, 0.009293187669314513, 0.0013277777691255716, 0.009294444383879, 0.0013277777691255716, 0.019916666536883575, 0.046472221919395006, 0.029211110920762576, 0.11949999922130145, 0.0013277777691255716, 0.11153333260654802, 0.0013277777691255716, 0.03584999976639043, 0.009294444383879, 0.04912777745764615, 0.0013277777691255716, 0.0013277777691255716, 0.03186666645901372, 0.027883333151637005, 0.49791666342208935, 0.0013277777691255716, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.10627168508709696, 0.02656792127177424, 0.02656792127177424, 0.02656792127177424, 0.4782225828919363, 0.02656792127177424, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.4000646812673807, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.03636951647885279, 0.28618729898657513, 0.007531244710173029, 0.007531244710173029, 0.04518746826103818, 0.007531244710173029, 0.05271871297121121, 0.007531244710173029, 0.007531244710173029, 0.09790618123224938, 0.007531244710173029, 0.007531244710173029, 0.030124978840692117, 0.007531244710173029, 0.007531244710173029, 0.007531244710173029, 0.007531244710173029, 0.007531244710173029, 0.007531244710173029, 0.007531244710173029, 0.3765622355086515, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.03863753202156343, 0.38637532021563425, 0.49745834950139695, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.05236403678962073, 0.026182018394810366, 0.026182018394810366, 0.026182018394810366, 0.0785460551844311, 0.3624565593705944, 0.032950596306417675, 0.032950596306417675, 0.06590119261283535, 0.032950596306417675, 0.06590119261283535, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.032950596306417675, 0.02327873214230115, 0.0058196830355752875, 0.0058196830355752875, 0.02327873214230115, 0.011639366071150575, 0.0058196830355752875, 0.011639366071150575, 0.0058196830355752875, 0.0058196830355752875, 0.0058196830355752875, 0.0058196830355752875, 0.05819683035575288, 0.10475429464035517, 0.0058196830355752875, 0.0058196830355752875, 0.09893461160477988, 0.5936076696286793, 0.028488510495590032, 0.028488510495590032, 0.028488510495590032, 0.028488510495590032, 0.48430467842503055, 0.028488510495590032, 0.028488510495590032, 0.056977020991180065, 0.028488510495590032, 0.056977020991180065, 0.028488510495590032, 0.028488510495590032, 0.028488510495590032, 0.028488510495590032, 0.009764883990517175, 0.009764883990517175, 0.009764883990517175, 0.08788395591465459, 0.009764883990517175, 0.009764883990517175, 0.01952976798103435, 0.009764883990517175, 0.4491846635637901, 0.009764883990517175, 0.01952976798103435, 0.009764883990517175, 0.30271140370603244, 0.009764883990517175, 0.009764883990517175, 0.009764883990517175, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.44769112972050285, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.031977937837178776, 0.06395587567435755, 0.12987820366118896, 0.0034178474647681306, 0.023924932253376913, 0.030760627182913176, 0.0034178474647681306, 0.020507084788608784, 0.05468555943629009, 0.04101416957721757, 0.1230425087316527, 0.0034178474647681306, 0.05468555943629009, 0.020507084788608784, 0.030760627182913176, 0.0034178474647681306, 0.39305245844833503, 0.0034178474647681306, 0.05126771197152196, 0.006835694929536261, 0.07556456513009233, 0.003598312625242492, 0.001799156312621246, 0.001799156312621246, 0.005397468937863738, 0.001799156312621246, 0.001799156312621246, 0.7718380581145146, 0.001799156312621246, 0.05397468937863738, 0.014393250500969968, 0.012594094188348722, 0.0233890320640762, 0.001799156312621246, 0.001799156312621246, 0.001799156312621246, 0.001799156312621246, 0.012594094188348722, 0.003598312625242492, 0.015696692006322503, 0.015696692006322503, 0.04709007601896751, 0.015696692006322503, 0.015696692006322503, 0.031393384012645006, 0.6121709882465777, 0.015696692006322503, 0.015696692006322503, 0.06278676802529001, 0.015696692006322503, 0.015696692006322503, 0.015696692006322503, 0.015696692006322503, 0.015696692006322503, 0.05924660226982788, 0.00493721685581899, 0.01481165056745697, 0.054309385414008884, 0.00493721685581899, 0.0493721685581899, 0.0493721685581899, 0.00493721685581899, 0.12343042139547473, 0.00493721685581899, 0.00493721685581899, 0.00493721685581899, 0.00493721685581899, 0.00493721685581899, 0.00493721685581899, 0.08393268654892282, 0.06912103598146585, 0.4147262158887951, 0.00493721685581899, 0.00493721685581899, 0.01974886742327596, 0.01481165056745697, 0.010117178217918847, 0.010117178217918847, 0.11128896039710731, 0.010117178217918847, 0.04046871287167539, 0.010117178217918847, 0.020234356435837694, 0.020234356435837694, 0.010117178217918847, 0.010117178217918847, 0.010117178217918847, 0.11128896039710731, 0.010117178217918847, 0.010117178217918847, 0.010117178217918847, 0.010117178217918847, 0.010117178217918847, 0.5564448019855366, 0.010117178217918847, 0.025955987009826296, 0.0028839985566473663, 0.05191197401965259, 0.08940395525606835, 0.03749198123641576, 0.12112793937918938, 0.0086519956699421, 0.03172398412312103, 0.04037597979306313, 0.0173039913398842, 0.11824394082254201, 0.12689593649248412, 0.01441999278323683, 0.02883998556647366, 0.02307198845317893, 0.0028839985566473663, 0.07786796102947889, 0.02883998556647366, 0.011535994226589465, 0.0028839985566473663, 0.06633196680288943, 0.0028839985566473663, 0.0028839985566473663, 0.01441999278323683, 0.04037597979306313, 0.027872524664023245, 0.027872524664023245, 0.5295779686164417, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.027872524664023245, 0.014050548721398663, 0.014050548721398663, 0.7727801796769265, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.014050548721398663, 0.019203876545657778, 0.019203876545657778, 0.69133955564368, 0.019203876545657778, 0.019203876545657778, 0.019203876545657778, 0.019203876545657778, 0.019203876545657778, 0.019203876545657778, 0.019203876545657778, 0.019203876545657778, 0.019203876545657778, 0.00939099197659334, 0.00939099197659334, 0.8451892778934006, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.00939099197659334, 0.02405854838804333, 0.02405854838804333, 0.04811709677608666, 0.04811709677608666, 0.02405854838804333, 0.04811709677608666, 0.02405854838804333, 0.02405854838804333, 0.02405854838804333, 0.02405854838804333, 0.02405854838804333, 0.02405854838804333, 0.02405854838804333, 0.02405854838804333, 0.5052295161489099, 0.0018866927678222777, 0.326397848833254, 0.0018866927678222777, 0.0018866927678222777, 0.011320156606933666, 0.0169802349104005, 0.0018866927678222777, 0.007546771071289111, 0.07169432517724655, 0.022640313213867332, 0.0018866927678222777, 0.0018866927678222777, 0.03584716258862328, 0.4546929570451689, 0.0018866927678222777, 0.032073777052978716, 0.0017751228951929038, 0.81300628599835, 0.0017751228951929038, 0.00887561447596452, 0.0017751228951929038, 0.00887561447596452, 0.01775122895192904, 0.0017751228951929038, 0.0017751228951929038, 0.0017751228951929038, 0.0017751228951929038, 0.0017751228951929038, 0.0017751228951929038, 0.1313590942442749, 0.0017751228951929038, 0.015783676554054465, 0.015783676554054465, 0.7418327980405598, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.015783676554054465, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.4259409233983733, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.03549507694986444, 0.0447174084864608, 0.00894348169729216, 0.03577392678916864, 0.00894348169729216, 0.11626526206479808, 0.00894348169729216, 0.00894348169729216, 0.25936096922147267, 0.00894348169729216, 0.00894348169729216, 0.00894348169729216, 0.2057000790377197, 0.01788696339458432, 0.10732178036750592, 0.00894348169729216, 0.00894348169729216, 0.00894348169729216, 0.0894348169729216, 0.00894348169729216, 0.004185314842631866, 0.004185314842631866, 0.4394580584763459, 0.004185314842631866, 0.004185314842631866, 0.23856294603001635, 0.02092657421315933, 0.004185314842631866, 0.004185314842631866, 0.08370629685263732, 0.07533566716737358, 0.03766783358368679, 0.054409092954214255, 0.004185314842631866, 0.004185314842631866, 0.004185314842631866, 0.004185314842631866, 0.004185314842631866, 0.01096061298480498, 0.04384245193921992, 0.07672429089363486, 0.01096061298480498, 0.01096061298480498, 0.01096061298480498, 0.4165032934225893, 0.01096061298480498, 0.30689716357453944, 0.01096061298480498, 0.01096061298480498, 0.01096061298480498, 0.01096061298480498, 0.00475515629487303, 0.13837504818080515, 0.029481969028212783, 0.43367025409242027, 0.01759407829103021, 0.00047551562948730297, 0.021873718956415936, 0.01759407829103021, 0.00047551562948730297, 0.06229254746283669, 0.00047551562948730297, 0.005706187553847635, 0.06704770375770971, 0.0014265468884619088, 0.01806959392051751, 0.00047551562948730297, 0.015216500143593695, 0.01806959392051751, 0.0076082500717968475, 0.10033379782182092, 0.02425129710385245, 0.014265468884619088, 0.08330068467374152, 0.007572789515794684, 0.015145579031589368, 0.007572789515794684, 0.007572789515794684, 0.007572789515794684, 0.0908734741895362, 0.0454367370947681, 0.007572789515794684, 0.007572789515794684, 0.09844626370533088, 0.0454367370947681, 0.5073768975582438, 0.007572789515794684, 0.007572789515794684, 0.007572789515794684, 0.007572789515794684, 0.009663771202289773, 0.024159428005724435, 0.043486970410303985, 0.019327542404579547, 0.004831885601144887, 0.024159428005724435, 0.05798262721373865, 0.004831885601144887, 0.004831885601144887, 0.05798262721373865, 0.004831885601144887, 0.04831885601144887, 0.043486970410303985, 0.024159428005724435, 0.4590291321087643, 0.07247828401717331, 0.004831885601144887, 0.05798262721373865, 0.004831885601144887, 0.009663771202289773, 0.009663771202289773, 0.02147616895941904, 0.134226055996369, 0.09127371807753092, 0.03758329567898332, 0.00536904223985476, 0.0268452111992738, 0.00536904223985476, 0.3328806188709951, 0.00536904223985476, 0.09664276031738568, 0.05905946463840236, 0.01073808447970952, 0.04832138015869284, 0.09664276031738568, 0.00536904223985476, 0.00536904223985476, 0.00536904223985476, 0.00536904223985476, 0.00536904223985476, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.03518831669883875, 0.422259800386065, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.9075193294725926, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.005156359826548822, 0.015469079479646465, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.8253603031589708, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.01071896497609053, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.4551479262518754, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.03251056616084824, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.4333855846459233, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.036115465387160275, 0.010045537309406716, 0.010045537309406716, 0.10045537309406716, 0.44200364161389544, 0.010045537309406716, 0.010045537309406716, 0.010045537309406716, 0.010045537309406716, 0.010045537309406716, 0.010045537309406716, 0.28127504466338804, 0.010045537309406716, 0.010045537309406716, 0.010045537309406716, 0.010045537309406716, 0.010045537309406716, 0.030136611928220144, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.21811758280051913, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.043623516560103826, 0.08724703312020765, 0.3226730561138316, 0.01344471067140965, 0.1882259493997351, 0.01344471067140965, 0.01344471067140965, 0.01344471067140965, 0.0806682640284579, 0.01344471067140965, 0.2151153707425544, 0.01344471067140965, 0.01344471067140965, 0.01344471067140965, 0.01344471067140965, 0.01344471067140965, 0.01344471067140965, 0.01344471067140965, 0.01344471067140965, 0.05237295319782623, 0.017457651065942076, 0.017457651065942076, 0.017457651065942076, 0.017457651065942076, 0.017457651065942076, 0.017457651065942076, 0.017457651065942076, 0.24440711492318906, 0.017457651065942076, 0.22694946385724699, 0.2094918127913049, 0.017457651065942076, 0.017457651065942076, 0.017457651065942076, 0.0015673777012462614, 0.7445044080919742, 0.0015673777012462614, 0.0015673777012462614, 0.0015673777012462614, 0.0015673777012462614, 0.0015673777012462614, 0.0768015073610668, 0.028212798622432703, 0.010971643908723828, 0.0015673777012462614, 0.017241154713708875, 0.10187955058100699, 0.0015673777012462614, 0.007788790610982312, 0.20250855588554012, 0.007788790610982312, 0.015577581221964624, 0.023366371832946937, 0.007788790610982312, 0.0700991154988408, 0.007788790610982312, 0.007788790610982312, 0.007788790610982312, 0.16356460283062857, 0.1869309746635755, 0.007788790610982312, 0.1324094403866993, 0.007788790610982312, 0.007788790610982312, 0.007788790610982312, 0.10904306855375237, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.6970235696918129, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.018838474856535482, 0.025802487494550424, 0.025802487494550424, 0.025802487494550424, 0.025802487494550424, 0.025802487494550424, 0.025802487494550424, 0.15481492496730254, 0.025802487494550424, 0.025802487494550424, 0.025802487494550424, 0.15481492496730254, 0.025802487494550424, 0.05160497498910085, 0.025802487494550424, 0.25802487494550425, 0.17926260827403523, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.6811979114413338, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.00896313041370176, 0.5322788815038456, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.028014677973886612, 0.45863276211242704, 0.0416938874647661, 0.1667755498590644, 0.02084694373238305, 0.02084694373238305, 0.02084694373238305, 0.02084694373238305, 0.02084694373238305, 0.02084694373238305, 0.02084694373238305, 0.06254083119714915, 0.02084694373238305, 0.02084694373238305, 0.5249200038319427, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.10935833413165473, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.021871666826330946, 0.04374333365266189, 0.0028498522100651523, 0.3676309350984046, 0.011399408840260609, 0.09974482735228032, 0.08834541851201971, 0.0028498522100651523, 0.0028498522100651523, 0.0028498522100651523, 0.0028498522100651523, 0.3106338908971016, 0.0028498522100651523, 0.0028498522100651523, 0.022798817680521218, 0.02849852210065152, 0.0028498522100651523, 0.03704807873084698, 0.01239414013416691, 0.42140076456167497, 0.01239414013416691, 0.01239414013416691, 0.01239414013416691, 0.01239414013416691, 0.01239414013416691, 0.2850652230858389, 0.01239414013416691, 0.01239414013416691, 0.01239414013416691, 0.01239414013416691, 0.01239414013416691, 0.01239414013416691, 0.08675898093916837, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.041331271784790555, 0.33065017427832444, 0.03252346186048309, 0.04878519279072464, 0.008130865465120773, 0.02439259639536232, 0.02439259639536232, 0.008130865465120773, 0.04065432732560386, 0.008130865465120773, 0.008130865465120773, 0.6179457753491787, 0.008130865465120773, 0.11383211651169081, 0.008130865465120773, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.1173107154245152, 0.02346214308490304, 0.5161671478678669, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.02346214308490304, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.4957195717761863, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.030982473236011644, 0.021039924903273274, 0.021039924903273274, 0.021039924903273274, 0.021039924903273274, 0.4207984980654655, 0.1472794743229129, 0.021039924903273274, 0.021039924903273274, 0.021039924903273274, 0.04207984980654655, 0.021039924903273274, 0.06311977470981982, 0.04207984980654655, 0.021039924903273274, 0.021039924903273274, 0.021039924903273274, 0.02214810074689331, 0.02214810074689331, 0.02214810074689331, 0.04429620149378662, 0.02214810074689331, 0.02214810074689331, 0.02214810074689331, 0.02214810074689331, 0.02214810074689331, 0.354369611950293, 0.02214810074689331, 0.02214810074689331, 0.02214810074689331, 0.02214810074689331, 0.2657772089627197, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.6340429928907315, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.010931775739495372, 0.1967719633109167, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.24990907756150088, 0.29534709166359197, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.011359503525522768, 0.2839875881380692, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.03255850293451016, 0.48837754401765243, 0.0003881109200435829, 0.015136325881699731, 0.07762218400871658, 0.0003881109200435829, 0.007374107480828075, 0.03376565004379171, 0.0077622184008716575, 0.034929982803922455, 0.0003881109200435829, 0.4804813190139556, 0.06442641272723476, 0.0003881109200435829, 0.04502086672505561, 0.03958731384444545, 0.0003881109200435829, 0.0003881109200435829, 0.006209774720697326, 0.05821663800653743, 0.053171196045970856, 0.0655907454873655, 0.00815032932091524, 0.00808839432440243, 0.00808839432440243, 0.00808839432440243, 0.1051491262172316, 0.00808839432440243, 0.00808839432440243, 0.2750054070296826, 0.06470715459521945, 0.1051491262172316, 0.00808839432440243, 0.00808839432440243, 0.00808839432440243, 0.05661876027081701, 0.2911821956784875, 0.00808839432440243, 0.05563047222246356, 0.046358726852052966, 0.009271745370410594, 0.009271745370410594, 0.009271745370410594, 0.009271745370410594, 0.009271745370410594, 0.009271745370410594, 0.07417396296328475, 0.4543155231501191, 0.009271745370410594, 0.009271745370410594, 0.009271745370410594, 0.009271745370410594, 0.250337125001086, 0.06379624810403366, 0.1030554777065159, 0.0049074037003102805, 0.014722211100930842, 0.0049074037003102805, 0.0049074037003102805, 0.0049074037003102805, 0.0049074037003102805, 0.0049074037003102805, 0.0049074037003102805, 0.0049074037003102805, 0.05888884440372337, 0.6870365180434393, 0.0049074037003102805, 0.01726792295988234, 0.3280905362377644, 0.01726792295988234, 0.03453584591976468, 0.01726792295988234, 0.01726792295988234, 0.2590188443982351, 0.01726792295988234, 0.01726792295988234, 0.01726792295988234, 0.051803768879647015, 0.01726792295988234, 0.01726792295988234, 0.01726792295988234, 0.01726792295988234, 0.051803768879647015, 0.01726792295988234, 0.008590462200743575, 0.008590462200743575, 0.008590462200743575, 0.008590462200743575, 0.4295231100371787, 0.008590462200743575, 0.008590462200743575, 0.008590462200743575, 0.008590462200743575, 0.008590462200743575, 0.22335201721933293, 0.008590462200743575, 0.008590462200743575, 0.008590462200743575, 0.008590462200743575, 0.20617109281784576, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.334451954727717, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.037161328303079666, 0.07432265660615933, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.39908395240005423, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03628035930909584, 0.03285911542537073, 0.03285911542537073, 0.03285911542537073, 0.03285911542537073, 0.03285911542537073, 0.03285911542537073, 0.03285911542537073, 0.03285911542537073, 0.03285911542537073, 0.49288673138056094, 0.03285911542537073, 0.03285911542537073, 0.7122314058546265, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.06848378902448332, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.013696757804896664, 0.07852616321381703, 0.33373619365872237, 0.009815770401727129, 0.039263081606908515, 0.009815770401727129, 0.20613117843626969, 0.009815770401727129, 0.009815770401727129, 0.009815770401727129, 0.009815770401727129, 0.009815770401727129, 0.009815770401727129, 0.15705232642763406, 0.039263081606908515, 0.009815770401727129, 0.009815770401727129, 0.009815770401727129, 0.009815770401727129, 0.029712453545890402, 0.0891373606376712, 0.029712453545890402, 0.059424907091780804, 0.059424907091780804, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.3268369890047944, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.029712453545890402, 0.028969111838832964, 0.028969111838832964, 0.2607220065494967, 0.028969111838832964, 0.028969111838832964, 0.2317528947106637, 0.028969111838832964, 0.028969111838832964, 0.028969111838832964, 0.028969111838832964, 0.028969111838832964, 0.028969111838832964, 0.028969111838832964, 0.028969111838832964, 0.4616069292054126, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.032971923514672326, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.4193104461285114, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.03494253717737595, 0.37859564701971876, 0.015143825880788749, 0.015143825880788749, 0.2725888658541975, 0.12115060704630999, 0.015143825880788749, 0.015143825880788749, 0.015143825880788749, 0.015143825880788749, 0.015143825880788749, 0.015143825880788749, 0.015143825880788749], \"Term\": [\"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"aberta\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertos\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"abertura\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acerola\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessado\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acessar\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesse\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acesso\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acidentes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acoes\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acompanhe\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acordo\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acre\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acreditacao_ona\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"acucar\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequacao\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adequar\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"adicao\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"aditivos\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adjunto\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"adultos\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencia\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"advertencias\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aedes_aegypti\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroporto_internacional\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"aeroportos\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afe\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirma\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"afirmou\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"africa\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencia\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agencias_reguladoras\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agenda_regulatoria\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agendamento\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agentes\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricolas\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agricultura\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxico\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agrotoxicos\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"agua\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"aids\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"air\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"ajuste\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alcool_liquido\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alegacoes\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alergenicos\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alerta\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alfandegados\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentacao\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimentar\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimento\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"alimentos\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"altera\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alteracao\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"alunos\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amalgama\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"amazonas\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"ambito\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"amendoim\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"america\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"amostras\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analise_curricular\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analises\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"analitica\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"andar_asa_norte\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"anexo\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"animais\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"ano\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"anos\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"ansiedade\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"antecedencia\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"anti_hipertensivo\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antibioticos\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antidrogas\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"antimicrobianos\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anuencia\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anunciados\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"anuncios\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"aparelho\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"apetite\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aplicativo\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"aponta\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apontam\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreende\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendeu\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendido\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreendidos\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apreensao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacao\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentacoes\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"apresentou_resultado_insatisfatorio\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimoramento\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprimorar\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovado\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"aprovou\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"apuracao\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"areas_afetadas\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"argentina\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivo\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arquivos\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"arrecadacao\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asa_norte_brasilia_df\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"asma\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"aspecto\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assessoria\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assim\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinaram\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assinatura\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assista\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assistencia\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assunto\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"assuntos_sociais\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_presencial\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atendimento_telefonico\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atestado_medico\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atividades\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"atualiza\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"audiencias\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"auditorio\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"aulas\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"australia\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"automacao\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridade\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autoridades_reguladoras\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacao\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizacoes\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autorizar\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"autuada\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"avaliacao_toxicologica\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"bahia\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_indice_terapeutico\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"baixo_risco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"bancos\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banimento\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"banner\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"bario\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"base\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bienio\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"bioequivalencia\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologico_novo\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"biologicos\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"boas_praticas_regulatorias\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"bordo\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"brasilia_df_cep\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bronzeamento\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bula\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"bulas\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastramento\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastrar\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadastro\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"cadmio\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"calculado\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"caldas_novas_go\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camara_tecnica\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"camaras_setoriais\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"campanha\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canabidiol\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"canada\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"cancer\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidato\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"candidatos_selecionados\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitacao\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"capacitados\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carboidratos\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"carga_horaria\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargas\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargo\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"cargos\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"carreira\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"cartilha\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"casa_civil\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"caso_suspeito\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_provaveis\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"casos_suspeitos\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categoria\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorias\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"categorizacao\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"cateme\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"causa\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"cbpf\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"ceara\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celobar\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celular\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_humanas\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tecidos\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"celulas_tronco\", \"censo\", \"censo\", \"censo\", \"censo\", \"censo\", \"censo\", \"censo\", \"censo\", \"censo\", \"censo\", \"censo\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"central\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"centros\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cep_fax_mail\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cepas\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"cerimonia\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certidao\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"certificado_internacional\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"cha_verde\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamada\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chamamento\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"chile\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"ciclo\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidadania\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cidades\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cientificas\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarro\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cigarros\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cinco\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cingapura\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"cirurgias\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"civp\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificacao_toxicologica\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"classificados\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicas\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clinicos\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"clique_aqui_acesse\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"cloridrato\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"clorpirifos\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cmed\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cnpq\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cns\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"cnvs\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigo\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"codigos\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletadas\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"coletados\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"colombia\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"coluna\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"combate\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comecou\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comentarios_sugestoes\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercializacao\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comercio\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comissao\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"comite\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"composta\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"comunidade\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conasems\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"conass\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concessao\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concorrencia\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"concurso_publico\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"condicoes\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencia\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"conferencias\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_pauta_completa\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"confira_programacao\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conforme\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conhecimento\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"conselho_consultivo\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consulta_publica\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consultas_publicas\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidor\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumidores\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"consumo_seguro\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contaminantes\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contato\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contatos\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contem\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contraindicacao\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contrato\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicao\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"contribuicoes\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controlados_sngpc\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"controle\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convencao_quadro\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"convenio\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"cooperacao_tecnica\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenado\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"coordenador\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"copa\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"corante\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cordao_umbilical_placentario\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmetico\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cosmeticos\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"criacao\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"crianca_adolescente_menor\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criancas\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criterios\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"criticas_sugestoes\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cronica\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cruzeiro\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"cuba\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"culturas\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curitiba\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"curso\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"cursos\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dado\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"dados\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"data\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"datavisa\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"dcb\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debate\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"debates\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"decisao\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"declarado\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"defendeu\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"deferimento\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"define\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"demonstrar\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"dengue\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncia\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"denuncias\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"depressao\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputado\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"deputados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"derivados\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"desatualizada_clique_aqui\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descarte\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"descontinuacao\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desenvolvimento\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desistencia\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"desrespeitarem\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"dessa\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destacou\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"destino\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"deteccao\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_apreensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"determinou_suspensao\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dezembro\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"dia\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diabetes\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"diagnostico\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"dialise\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"diario_oficial\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dias\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dicol\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_barbano\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"dirceu_raposo\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretor_presidente\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretores\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_dicol\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretoria_colegiada_terreo_bloco\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"diretrizes\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"discussao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispensacao\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"dispoe\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponibiliza\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"disponivel\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"dispositivos_medicos\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disque\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"disse\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distancia\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercializacao\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuicao_comercio\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"distribuidores\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacao\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doacoes\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doador\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doadores\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"doar_sangue\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documentacao\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documento\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"documentos\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doenca_rara\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"doencas\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dose\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"dossies\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"drogas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"duvidas\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economia_solidaria\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"economico\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"edicao\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"editais\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"edital\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"editora\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educacao\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"educanvisa\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"eficacia_seguranca\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"elaboracao\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"eletronico\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagem\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embalagens\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacao\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embarcacoes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"embrioes\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emissao\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"emitido\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresa\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"empresas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhadas\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encaminhados\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontro\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"encontrou\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"endereco_permanente\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadrados\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"enquadramento\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaio\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"ensaios_clinicos\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entorpecentes\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrada\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"entrevista\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviadas\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"enviar\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"envio\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"epidemiologica\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equipamentos\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"equivalencia_farmaceutica\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"escrito\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"espanha\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especial_brasilia_df\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especialista\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"especializacao\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"espirito_santo\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estabelece\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estado\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_municipios\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estados_unidos\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estadual\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"estande\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"esterilizacao\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_existente\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estoque_regulatorio\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estrategicas\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudo\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"estudos\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"evento\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventos_adversos_queixas_tecnicas\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"eventuais\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evidencias\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"evitar\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"excepcional\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exemplo\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exercer\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"exigencia\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"explicou\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressao\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"expressoes\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extrato\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"extravio\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fab\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricacao_distribuicao_divulgacao\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricado\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"fabricados\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"faculdade\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falou\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificacao\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificado\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falsificados\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"falso\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinha\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farinhas\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutica\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceutico\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmaceuticos\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacia\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacias_notificadoras\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"farmacopeia_brasileira\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_experimental\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fase_iii\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fator\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fax_mail\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"fazer\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"febre_amarela\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"ferro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"fertilizacao_in_vitro\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"ficara\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"fila\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"filas\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"final\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fins\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscais\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fiscalizacao\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"fitoterapicos\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"fomentar\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"forma\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulados\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"formulario\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"fortaleza\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"forum\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionamento\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"fracionar\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"franca\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frances\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frase\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"frases\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fronteiras\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumaca\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumantes\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumar\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumigenos_derivados\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"fumo\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"funasa\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"generico_inedito\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"genericos_ineditos\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerencia_geral\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerenciamento\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerente_geral\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gerentes\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestao\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"gestores\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"ggmed\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"glifosato\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goiania_go\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"goias\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gordura\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_emtemporeal_somente\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"gov_br_viajante\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"grandes_eventos\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gratuito\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gripe\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"gru\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"grupo\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"gt\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guia\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"guias\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitacao\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"habilitados\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemodialise\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemorrede\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hemoterapia\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"hepatite\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"higiene_pessoal_cosmeticos_perfumes\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hiv\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"hmp\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"homeopaticos\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horario\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horarios\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"horas\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospitais_sentinela\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospital\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"hospitalar\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_datasus\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"http_portal\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"https_join_noam_broadcast\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humana\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"humberto_costa\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"ibama\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"icdra\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"ich\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icmra\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"icms\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"id_aplicacao\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"idec\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"identidade\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idoso\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"idosos\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imagens\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"imdrf\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"implantes\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importacao_excepcional\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importadoras\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importancia\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"importante\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"imprensa\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"impressoras\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"imunizacao\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"inclusao_produtiva\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"incqs\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indeferimento\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicacao_terapeutica\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicada\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indicado\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indice\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"indisponivel\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_abastecimento_sia_trecho\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"industria_comercio\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccao_hospitalar\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"infeccoes_hospitalares\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"influenza\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informa\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_assessoria\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacao_errada\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informacoes\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"informatica\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingrediente_ativo\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"ingredientes_ativos\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"iniciativa\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"inicio\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"iniciou\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inovacao\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inpi\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricao\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inscricoes\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inseticidas\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecao\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecionados\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"inspecoes\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instancias\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituicoes\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instituto_butantan\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"instrucao_normativa\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"insumos_farmaceuticos_ativos\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"integravisa\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"intercambio\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interdicao_cautelar\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditados\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interditou\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interessados\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"interesse\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacionais\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internacional\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"internet_explorer\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"interrupcao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"intoxicacao\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"iodo\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"ipca\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isentos\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isolamento\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"isotretinoina\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"janeiro\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"japao\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jarbas_barbosa\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"jogos\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"julho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"junho\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratoriais\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorio\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_analiticos\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"laboratorios_centrais\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lactose\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lanca\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lancamento\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"lastro\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"laudo\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legenda_imagem\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"legislacao\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"lei\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"leite_humano\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lembrou\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"lenalidomida\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letalidade\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"letra\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"levantamento\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"liberar\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"licenciamento\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"lidocaina\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limitadas\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"limites_maximos\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"link_http_datasus\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"lista\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"listas\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"livro\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"locais\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"logistica_reversa\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"longa_permanencia\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lote\", \"lotes\", \"lotes\", \"lotes\", \"lotes\", \"lotes\", \"lotes\", \"lotes\", \"lotes\", \"lotes\", \"lotes\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"ltda\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"luiz\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"macos\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maio\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"maior\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"mandato\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulacao\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manipulados\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manuais\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manual\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"manutencao\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"maos\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marca\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"marco\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"maria\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"massa\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"materiais\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mato_grosso\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"mdsap\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"media\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamento\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medicamentos\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medico\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medicos\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medida\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"medidas\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_ambiente\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"meio_fisico\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"melhoria\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"mello\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"membros\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"menores\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercado\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercadorias\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mercurio\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"mesa_redonda\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"metodos_alternativos\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mexico\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mg\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"mil_milhao_cabe\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"milhoes\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"minas_gerais\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministerio\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"ministro\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"modulos_remotos\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"momento\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"monografias\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"morango\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mosquito\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"mulher\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"multas\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"mundo\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"municipios\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"nacional\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"natal\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navegador_internet_explorer\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navio\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"navios\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"necessidade\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nicotina\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nome\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeacao\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomeados\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"nomenclatura\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"norma\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normal\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"normas\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"norte\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticia_mande\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"noticias\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacao_multas\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificacoes\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notificar\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"notivisa\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"nova_regra\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_regras\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novas_substancias_psicoativas\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novembro\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novo\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"novos\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"nsp\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"numero\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricao_enteral\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricionais\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutricional\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"nutrientes\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"obitos\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivo\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"objetivos\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obra\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatoriedade\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"obrigatorio\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"ocorrencia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"odontologia\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficina\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oficinas\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"oms\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"ona\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"opas\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"ordem_cronologica\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_mundial\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacao_pan_americana\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"organizacoes_prestadoras\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orgaos\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"orientacao\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"original\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"ovos\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"paciente\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pacientes_adultos\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagamento\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"pagina\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"paineis\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"pais\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paises\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"paraiba\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parana\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parationa_metilica\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parceria\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"parecer\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"pareceres\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parlatorio\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"parte\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participacao\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participantes\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"participar\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"partir\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"passageiros\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patente\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"patentes\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"paulo_sp\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pauta\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pd\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pdvisa\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedido\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pedidos\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"pele\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"perfil\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"periodo\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"permitida\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisa_clinica\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pesquisas_clinicas\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoa_fisica\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"pessoas\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticao\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticionamento\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"peticoes\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_estrategico\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planejamento_orcamento_gestao\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"planilha\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plano\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plantas_medicinais\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"plenario\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"pneumonia_atipica\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"podemos\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"poderao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"populacao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"porcao\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portal\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"portaria_svs_ms\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"porto_alegre\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portos_aeroportos_fronteiras_recintos\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"portugal\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"pos\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"posse\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"possui_autorizacao\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"postos\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"praticados\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"prazo\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_cadastro\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_clinicos\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"pre_qualificacao\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"precisamos\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"preco_maximo\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precos\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"precursoras\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"predio\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preencher_ficha\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preenchimento\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"preliminar\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"premio_ibest\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"preparo\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescricao_medica\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"prescritores\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presenca\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidencia\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"presidente\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"prevencao_combate_falsificacao_fraude\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"previsao\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_etapa\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"primeira_mao\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"principio_ativo\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"priorizacao\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problema\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"problemas\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimento\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"procedimentos_operacionais\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processo_seletivo\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"processos_seletivos\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradores\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"procuradoria\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"producao\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produtividade\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produto\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produtos\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"produzido\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"prof\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professor\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professora\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"professores\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissionais\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"profissional\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programa_farmacias_notificadoras\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"programacao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibicao\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"proibida\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projeto_sngpc\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"projetos\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promova_recolhimento\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"promover_recolhimento\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propaganda_publicidade_promocao\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propagandas\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"propoe\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"proposta\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"propostas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"proteinas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocoladas\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolizacao\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"protocolo\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"provas\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proveme\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"proximos_dias\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publica\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicacao\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicada\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicas\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publicidade\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publico_uniap\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"publicou\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"puc\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"quadro\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"qualidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"quantidade\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"queimaduras\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"quer_saber\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"questionario\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"racional\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"ranbaxy\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreabilidade\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rastreamento\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"rdc\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reacoes_adversas\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajuste\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"reajustes\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realiza\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizada\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"realizados\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reavaliacao_toxicologica\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"reblas\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"recadastramento\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"receita\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recolhimento_voluntario\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"recursos_administrativos\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_brasileira\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"rede_sentinela\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"reducao\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"referencia\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registrado\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registro\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"registros\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regra\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regras\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"regulacao\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"reguladores\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamenta\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamentacao\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulamento\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"regulatorio\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacao\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relacionados\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"relatorio\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"renato_porto\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"repelentes\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"reportagem\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representante\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"representantes\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reprocessamento\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"reproducao_humana_assistida\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"requisitos\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuo\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"residuos_solidos\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resistencia_microbiana\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"resolucao\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"respeito\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"ressaltou\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"restituicao\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultado_insatisfatorio\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"resultados_insatisfatorios\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reuniao_ordinaria_publica\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"reunioes\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"revista\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"rio_grande\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"risco\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"riscos\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rop\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulagem_nutricional\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"rotulos\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sabado\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sal\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sangue_hemoderivados\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitaria\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"sanitario\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"santa_catarina\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"sarampo\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"saude\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"scmed\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"sebrae\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secao\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretaria_executiva\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretarias_municipais\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretario\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"secretarios_municipais\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"sede\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"seguinte_endereco\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segunda\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"segundo\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"seguranca\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"selecao\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"seminario\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senado_federal\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"senadores\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"sepn_bloco_ed_omega\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"serpro\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servico\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servicos\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidor\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"servidores\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setor_regulado\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"setores\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"sexta\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"shampoo\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sia_trecho_area\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sibutramina\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"sido\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"siga\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sigilo\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"sim_sim\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"simbravisa\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similar\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"similares\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sindrome_respiratoria_aguda_grave\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sintomas\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistema_unico\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"sistemas\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"site_formulario_php\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sncm\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"sngpc\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"snvs\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sociedade\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"sodio\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solicitacoes\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"solucao_injetavel\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"srag\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"stf\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancia\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_controladas\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"substancias_sujeitas_controle\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"subtemas\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sugestoes_criticas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sujeitas\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"sul\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplemento_proteico\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"suplementos_alimentares\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surto\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"surtos\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"sus\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspeita\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspendeu\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspensao\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspenso\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensoes\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"suspensos\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabaco\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"tabagismo\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"taiwan\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"talidomida\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxa\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"taxas\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecidos\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnica\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnicas\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnico_administrativo\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnicos\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnologica\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"tecnovigilancia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"teleconferencia\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"televisao\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"tema\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"temas\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"tempo_real\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporada\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"temporariamente\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"teores\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapia_genica\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_avancadas\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terapias_celulares\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terca\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"terminais\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termo\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"termometros\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"teste\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"testes\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"teto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"texto\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"tfvs\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"thc\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"ti\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"tipo\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"titular\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tocantins\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomadas\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"tomar_vacina\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"toxicologia\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalhadores\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"trabalho\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"tramitacao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transfusao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmissao_local_recente\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitida\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transmitido\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transparencia\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transplante\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transporte\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"transportes\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"trata\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamento\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"tratamentos\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"traz\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"treinamento\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"tres\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_encontrou\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"twitter_facebook_encontrou_alguma\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"ultimos_dias\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_dou\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniao_europeia\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"uniap\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidade\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"unidades\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"usado\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"uso\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuario\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"usuarios\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"utilizado\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vaca_louca\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacina\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinacao_profilaxia_civp\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vacinas\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vaga\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"validade\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"vamos\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"variam\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculacao\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculadas\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"veiculos\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vendidos\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"vera_valente\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versao\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"versoes\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vetores\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"vezes\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viagem\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajante\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"viajantes_internacionais\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancia\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigilancias_sanitarias_estaduais_municipais\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"vigor\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virtude\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_influenza\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"virus_similar\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vitamina_base\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"vivo\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voce\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"voluntarios\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"webinar\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"whey\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\", \"workshop\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el553591121855605446332662883\", ldavis_el553591121855605446332662883_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el553591121855605446332662883\", ldavis_el553591121855605446332662883_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el553591121855605446332662883\", ldavis_el553591121855605446332662883_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=            Freq  cluster  topics         x         y\n",
       "topic                                                \n",
       "0       1.939573        1       1 -0.028783  0.063757\n",
       "1       4.623580        1       2  0.069977 -0.039857\n",
       "2       1.143561        1       3  0.011789 -0.054363\n",
       "3       1.626878        1       4 -0.069220  0.025133\n",
       "4      11.662925        1       5  0.246594  0.103228\n",
       "5       1.153120        1       6 -0.018597 -0.087222\n",
       "6       2.053821        1       7  0.010362 -0.047028\n",
       "7       3.594570        1       8 -0.074885  0.040819\n",
       "8       2.365910        1       9 -0.029011 -0.043861\n",
       "9       2.222653        1      10 -0.011551  0.088726\n",
       "10      1.033625        1      11 -0.040596 -0.008430\n",
       "11      6.467938        1      12 -0.071971  0.026740\n",
       "12      1.204188        1      13 -0.017160  0.011867\n",
       "13      3.471858        1      14  0.097608 -0.079674\n",
       "14      5.595017        1      15 -0.121619  0.121181\n",
       "15      4.766678        1      16  0.134948  0.066370\n",
       "16      2.521022        1      17 -0.054728 -0.051318\n",
       "17      1.448670        1      18 -0.009421 -0.068584\n",
       "18      1.384505        1      19  0.015888 -0.074371\n",
       "19      2.127925        1      20 -0.038135  0.004281\n",
       "20      4.348898        1      21 -0.011687  0.029233\n",
       "21      3.422428        1      22 -0.010865 -0.012529\n",
       "22      2.273501        1      23  0.025565 -0.094023\n",
       "23      1.526106        1      24 -0.023585 -0.000260\n",
       "24      8.716330        1      25  0.107491  0.076805\n",
       "25      2.345186        1      26 -0.047910  0.054437\n",
       "26      2.515382        1      27  0.052939 -0.008886\n",
       "27      9.117234        1      28 -0.092513  0.072618\n",
       "28      1.763463        1      29 -0.020585 -0.071029\n",
       "29      1.563455        1      30  0.019661 -0.043760, topic_info=     Category         Freq                       Term        Total  loglift  \\\n",
       "term                                                                          \n",
       "142   Default  2367.000000               medicamentos  2367.000000  30.0000   \n",
       "40    Default  4354.000000                      saude  4354.000000  29.0000   \n",
       "64    Default  2694.000000                    empresa  2694.000000  28.0000   \n",
       "35    Default  2133.000000                   registro  2133.000000  27.0000   \n",
       "141   Default  1572.000000                medicamento  1572.000000  26.0000   \n",
       "54    Default  2576.000000                 vigilancia  2576.000000  25.0000   \n",
       "30    Default  4721.000000                   produtos  4721.000000  24.0000   \n",
       "39    Default  2928.000000                  sanitaria  2928.000000  23.0000   \n",
       "29    Default  2831.000000                    produto  2831.000000  22.0000   \n",
       "1039  Default   885.000000                  alimentos   885.000000  21.0000   \n",
       "832   Default  1560.000000                       lote  1560.000000  20.0000   \n",
       "468   Default  1532.000000                        rdc  1532.000000  19.0000   \n",
       "37    Default  2090.000000                  resolucao  2090.000000  18.0000   \n",
       "745   Default  1267.000000                       ltda  1267.000000  17.0000   \n",
       "203   Default  2102.000000                        uso  2102.000000  16.0000   \n",
       "3564  Default  1016.000000                      lotes  1016.000000  15.0000   \n",
       "176   Default   590.000000                   proposta   590.000000  14.0000   \n",
       "23    Default  2219.000000                   nacional  2219.000000  13.0000   \n",
       "1     Default  3348.000000                    agencia  3348.000000  12.0000   \n",
       "963   Default   779.000000                   servicos   779.000000  11.0000   \n",
       "9     Default  1179.000000             diario_oficial  1179.000000  10.0000   \n",
       "98    Default   421.000000           consulta_publica   421.000000   9.0000   \n",
       "264   Default   887.000000                    mercado   887.000000   8.0000   \n",
       "484   Default   555.000000                 tratamento   555.000000   7.0000   \n",
       "427   Default  1501.000000                     brasil  1501.000000   6.0000   \n",
       "5661  Default   486.000000                    reuniao   486.000000   5.0000   \n",
       "1109  Default  1060.000000                    sistema  1060.000000   4.0000   \n",
       "733   Default   911.000000                   controle   911.000000   3.0000   \n",
       "723   Default   687.000000                    analise   687.000000   2.0000   \n",
       "3     Default  1199.000000                   brasilia  1199.000000   1.0000   \n",
       "...       ...          ...                        ...          ...      ...   \n",
       "393   Topic30    12.661417                    similar    48.368767   2.8180   \n",
       "977   Topic30    23.862557              apresentacoes    91.302680   2.8164   \n",
       "7491  Topic30     5.537933                       ipca    21.382003   2.8073   \n",
       "1187  Topic30     5.598307                  reajustes    21.750020   2.8011   \n",
       "3618  Topic30     5.631901                       icms    22.232151   2.7852   \n",
       "4232  Topic30     9.740931                   variacao    38.755953   2.7773   \n",
       "3150  Topic30     6.741451                    patente    27.599391   2.7488   \n",
       "3685  Topic30     6.747428  equivalencia_farmaceutica    28.039603   2.7338   \n",
       "1376  Topic30    11.194478                     indice    46.853291   2.7267   \n",
       "142   Topic30   394.514336               medicamentos  2367.625361   2.3663   \n",
       "264   Topic30   123.394499                    mercado   887.495590   2.1853   \n",
       "99    Topic30    42.160040                 consumidor   395.183887   1.9204   \n",
       "139   Topic30    39.902427                      marco   411.548480   1.8248   \n",
       "1227  Topic30    40.592633                  regulacao   506.964082   1.6334   \n",
       "744   Topic30    29.484123               laboratorios   321.814288   1.7681   \n",
       "141   Topic30    70.469249                medicamento  1572.284663   1.0532   \n",
       "260   Topic30    31.731296                      lista   400.346826   1.6232   \n",
       "277   Topic30    18.564158            principio_ativo   142.325466   2.1214   \n",
       "368   Topic30    30.228965                      marca   476.777394   1.4000   \n",
       "259   Topic30    29.463398                        lei   479.317537   1.3691   \n",
       "556   Topic30    17.171111                  farmacias   129.601737   2.1370   \n",
       "266   Topic30    19.365644                       nome   187.152605   1.8898   \n",
       "133   Topic30    33.962832                informacoes  1253.725343   0.5497   \n",
       "40    Topic30    47.347150                      saude  4354.510343  -0.3632   \n",
       "157   Topic30    28.731418                     partir   769.296552   0.8708   \n",
       "211   Topic30    25.412534                        ano   533.313764   1.1144   \n",
       "22    Topic30    27.211347                 ministerio   704.632580   0.9042   \n",
       "3     Topic30    26.520543                   brasilia  1199.486681   0.3465   \n",
       "730   Topic30    22.395423            comercializacao   525.068253   1.0036   \n",
       "62    Topic30    20.522730                        dia   942.730193   0.3310   \n",
       "\n",
       "      logprob  \n",
       "term           \n",
       "142   30.0000  \n",
       "40    29.0000  \n",
       "64    28.0000  \n",
       "35    27.0000  \n",
       "141   26.0000  \n",
       "54    25.0000  \n",
       "30    24.0000  \n",
       "39    23.0000  \n",
       "29    22.0000  \n",
       "1039  21.0000  \n",
       "832   20.0000  \n",
       "468   19.0000  \n",
       "37    18.0000  \n",
       "745   17.0000  \n",
       "203   16.0000  \n",
       "3564  15.0000  \n",
       "176   14.0000  \n",
       "23    13.0000  \n",
       "1     12.0000  \n",
       "963   11.0000  \n",
       "9     10.0000  \n",
       "98     9.0000  \n",
       "264    8.0000  \n",
       "484    7.0000  \n",
       "427    6.0000  \n",
       "5661   5.0000  \n",
       "1109   4.0000  \n",
       "733    3.0000  \n",
       "723    2.0000  \n",
       "3      1.0000  \n",
       "...       ...  \n",
       "393   -6.5023  \n",
       "977   -5.8686  \n",
       "7491  -7.3292  \n",
       "1187  -7.3184  \n",
       "3618  -7.3124  \n",
       "4232  -6.7645  \n",
       "3150  -7.1326  \n",
       "3685  -7.1317  \n",
       "1376  -6.6254  \n",
       "142   -3.0632  \n",
       "264   -4.2255  \n",
       "99    -5.2994  \n",
       "139   -5.3544  \n",
       "1227  -5.3373  \n",
       "744   -5.6570  \n",
       "141   -4.7857  \n",
       "260   -5.5836  \n",
       "277   -6.1196  \n",
       "368   -5.6321  \n",
       "259   -5.6577  \n",
       "556   -6.1976  \n",
       "266   -6.0774  \n",
       "133   -5.5156  \n",
       "40    -5.1834  \n",
       "157   -5.6829  \n",
       "211   -5.8056  \n",
       "22    -5.7372  \n",
       "3     -5.7629  \n",
       "730   -5.9320  \n",
       "62    -6.0193  \n",
       "\n",
       "[1725 rows x 6 columns], token_table=       Topic      Freq      Term\n",
       "term                            \n",
       "7334       1  0.215546    aberta\n",
       "7334       2  0.011345    aberta\n",
       "7334       4  0.034034    aberta\n",
       "7334       5  0.011345    aberta\n",
       "7334       8  0.090756    aberta\n",
       "7334      10  0.397058    aberta\n",
       "7334      12  0.056723    aberta\n",
       "7334      14  0.011345    aberta\n",
       "7334      15  0.011345    aberta\n",
       "7334      16  0.011345    aberta\n",
       "7334      20  0.011345    aberta\n",
       "7334      21  0.011345    aberta\n",
       "7334      22  0.056723    aberta\n",
       "7334      23  0.011345    aberta\n",
       "7334      25  0.011345    aberta\n",
       "7334      28  0.011345    aberta\n",
       "4717       2  0.025566   abertos\n",
       "4717       5  0.025566   abertos\n",
       "4717       8  0.025566   abertos\n",
       "4717       9  0.076699   abertos\n",
       "4717      10  0.076699   abertos\n",
       "4717      11  0.025566   abertos\n",
       "4717      12  0.051133   abertos\n",
       "4717      13  0.025566   abertos\n",
       "4717      14  0.025566   abertos\n",
       "4717      15  0.076699   abertos\n",
       "4717      16  0.025566   abertos\n",
       "4717      17  0.025566   abertos\n",
       "4717      21  0.025566   abertos\n",
       "4717      22  0.383494   abertos\n",
       "...      ...       ...       ...\n",
       "10938     27  0.032972   webinar\n",
       "10938     28  0.032972   webinar\n",
       "10435      2  0.034943      whey\n",
       "10435      5  0.034943      whey\n",
       "10435      6  0.034943      whey\n",
       "10435      8  0.034943      whey\n",
       "10435     12  0.034943      whey\n",
       "10435     14  0.034943      whey\n",
       "10435     15  0.034943      whey\n",
       "10435     16  0.034943      whey\n",
       "10435     19  0.419310      whey\n",
       "10435     21  0.034943      whey\n",
       "10435     22  0.034943      whey\n",
       "10435     23  0.034943      whey\n",
       "10435     25  0.034943      whey\n",
       "10435     26  0.034943      whey\n",
       "10435     28  0.034943      whey\n",
       "10435     29  0.034943      whey\n",
       "2653       1  0.378596  workshop\n",
       "2653       2  0.015144  workshop\n",
       "2653       5  0.015144  workshop\n",
       "2653       8  0.272589  workshop\n",
       "2653      12  0.121151  workshop\n",
       "2653      14  0.015144  workshop\n",
       "2653      15  0.015144  workshop\n",
       "2653      16  0.015144  workshop\n",
       "2653      21  0.015144  workshop\n",
       "2653      22  0.015144  workshop\n",
       "2653      25  0.015144  workshop\n",
       "2653      28  0.015144  workshop\n",
       "\n",
       "[19497 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=50):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('anvisa-option2-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('anvisa-option2-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>reuniao, proposta, diretoria_colegiada, pauta, produtos, publica, partir, terca, agencia, evento, auditorio, dia, vivo, inscricoes, legenda_imagem, saude, encontro, reunioes, rdc, resolucao, interessados, propostas, tema, temas, transmissao, regulamentacao, trata, discussao, medicamentos, setor_regulado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>uso, produtos, saude, produto, propaganda, agencia, informacoes, venda, brasilia, consumidor, forma, resolucao, imprensa, medida, consumo, criancas, internet, embalagens, anos, riscos, caso, pessoas, propagandas, lei, assessoria, advertencia, alerta, tipo, evitar, alcool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>tabaco, produtos, controle, substancias, uso, derivados, brasil, cigarro, tabagismo, cigarros, lista, especial, aditivos, drogas, combate, objetivo, saude, pais, embalagens, medidas, substancia, fumar, canabidiol, consumo, meio, proibicao, paises, fumo, rdc, imagens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>saude, servicos, curso, brasilia, site, profissionais, manual, avaliacao, vigilancia, acreditacao, dia, parceria, nacional, qualidade, publicacao, sanitaria, informacoes, disponivel, guia, informacao_assessoria, publica, instituicoes, edicao, imprensa, atividades, capacitacao, lancamento, projetos, resultado, objetivo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>empresa, produto, produtos, lote, ltda, uso, lotes, registro, diario_oficial, fabricado, suspensao, resolucao, agencia, medida, medicamento, mg, validade, publicada, uniao_dou, fabricacao, fabricados, determinou, mercado, legenda_imagem, sanitaria, distribuicao_comercializacao, marca, industria_comercio, determinou_suspensao, pais</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>noticias, quer_saber, siga, primeira_mao, desatualizada_clique_aqui, twitter_facebook_encontrou_alguma, informacao_errada, problema, noticia_mande, mail, twitter_encontrou, twitter_facebook, voce, twitter, mercurio, encontrou, tipo, forma, assim, caso, fazer, terapias_avancadas, avaliacao, terca, traz, acesse, problemas, proteinas, portal, celulas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>medicamentos, controle, nacional, farmacopeia_brasileira, fitoterapicos, farmacias, bulas, medicamento, manipulacao, sistema, lista, insumos, rastreabilidade, prescricao, qualidade, farmaceutico, fracionamento, informacoes, farmaceuticos, substancias, insumos_farmaceuticos, uso, farmacia, bula, sncm, dados, imprensa, monografias, codigo, registro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>paises, brasil, saude, internacional, produtos, medicamentos, oms, encontro, reuniao, mundo, representantes, evento, regulacao, internacionais, cooperacao, organizacao_mundial, agencia, grupo, programa, qualidade, opas, informacoes, agencias_reguladoras, estados_unidos, agencias, forum, diretor_presidente, japao, argentina, global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>sangue, dados, bancos, relatorio, brasil, numero, pesquisa, saude, ano, anos, qualidade, unidades, servicos, virus, pais, ministerio, uso, periodo, nacional, producao, milhoes, hemoterapia, maior, tres, mil, informacoes, sanitaria, populacao, doadores, tecidos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>consulta_publica, proposta, contribuicoes, prazo, agencia, sanitaria, dia, sugestoes, vigilancia, nacional, dias, texto, produtos, cp, consulta, consultas_publicas, regulamentacao, propostas, meio, regulamento, envio, enviadas, interessados, poderao, edital, cep, encaminhadas, escrito, uso, formulario</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>agencia, cargo, diretoria, comissao, diretor, sanitaria, gerencia_geral, regulacao, trabalho, dia, vigilancia, saude, nacional, marco, gestao, gerente_geral, cargos, diretor_presidente, diretores, anos, servidores, diretoria_colegiada, selecao, profissional, janeiro, sistema, quadro, processo_seletivo, legenda_imagem, cinco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>saude, diretor_presidente, agencia, brasil, diretor, segundo, pais, ministerio, afirmou, presidente, destacou, ministro, populacao, pessoas, regulacao, disse, legenda_imagem, sociedade, imprensa, jarbas_barbosa, anos, representante, sanitaria, area, evento, encontro, dirceu_barbano, maior, debate, importante</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>atendimento, dia, agencia, brasilia, servicos, publico, central, dezembro, dias, legenda_imagem, servico, imprensa, unidade, sistema, sistemas, janeiro, junho, sede, horario, horas, manutencao, sexta, parlatorio, novembro, concurso, partir, periodo, site, segunda, portaria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>medicamento, tratamento, registro, medicamentos, produto, pacientes, brasil, uso, indicado, mercado, novo, doenca, substancia, registrado, cancer, empresa, mg, utilizado, pais, indicacao, forma, agencia, doencas, segunda, aprovado, farmaceutica, aprovou, risco, diario_oficial, legenda_imagem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>vigilancia, saude, sanitaria, nacional, acoes, brasilia, evento, encontro, tema, sistema, representantes, conferencia, dia, ministerio, seminario, dias, sus, snvs, novembro, profissionais, forum, conselho, plano, participacao, temas, gestao, oficina, propostas, debate, trabalho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>produto, agencia, produtos, empresa, lote, laboratorio, saude, brasilia, medicamentos, medicamento, resolucao, imprensa, sanitaria, vigilancia, registro, informacoes, nacional, assessoria, qualidade, lotes, venda, ltda, mg, conforme, fabricacao, janeiro, empresas, falsificado, fiscalizacao, fabricado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>saude, servicos, controle, uso, paciente, seguranca, profissionais, hospitais, pacientes, risco, programa, infeccao, infeccao_hospitalar, notificacao, eventos_adversos, nacional, medicos, hospital, infeccoes, antibioticos, prevencao, assistencia, maos, relacionados, problemas, reacoes_adversas, sistema, qualidade, equipamentos, notificacoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>vacina, saude, certificado, vacinacao, febre_amarela, viajante, documento, orientacao, paises, civp, dengue, caso, pais, emissao, certificado_internacional, vacinas, virus, apresentacao, centros, anos, medico, necessidade, viajantes, brasil, destino, assinatura, oms, emitido, cepas, gripe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>agrotoxicos, residuos, alimentos, analise, produtos, saude, meio_ambiente, uso, agricultura, risco, agrotoxico, programa, brasil, reavaliacao, produto, culturas, ministerio, data, amostras, declarado, ingrediente_ativo, avaliacao, resultados, valor, controle, riscos, carboidratos, glifosato, analises, registro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>sanitaria, vigilancia, controle, sanitario, inspecao, agua, servicos, saude, importacao, fiscalizacao, porto, nacional, alimentos, portos_aeroportos_fronteiras, janeiro, transporte, acoes, alimentacao, rio, brasil, copa, embarcacoes, bordo, boas_praticas, entrada, brasilia, imprensa, procedimentos, condicoes, local</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>sistema, informacoes, dados, produtos, acesso, empresas, site, mail, meio, agencia, informacao, brasilia, disponivel, sanitaria, consulta, vigilancia, portal, banco, usuarios, cadastro, guia, formulario, novo, eletronico, area, gov_br, servico, versao, forma, documentos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>agencia, informacoes, processo, avaliacao, relacao, analise, decisao, caso, base, dados, importacao, temas, agenda_regulatoria, populacao, interesse, lei, forma, fase, publico, momento, documentos, parte, dessa, inicio, seguranca, sociedade, acordo, final, pedido, resultados</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>alimentos, alimento, sodio, rotulagem, saude, consumo, marca, lactose, amendoim, produtos, sal, ingredientes, mg, alimentacao, consumidor, uso, presenca, legislacao, quantidade, preparo, rotulos, alegacoes, suplementos_alimentares, contem, nacional, suplementos, consumidores, populacao, risco, categoria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>laboratorios, pesquisa, saude, qualidade, estudos, testes, pesquisas, bioequivalencia, centros, nacional, reblas, estudo, avaliacao, produtos, ensaios_clinicos, ensaios, area, cosmeticos, brasilia, agencia, servicos, objetivo, brasil, desenvolvimento, analise, animais, realizados, laboratorios_analiticos, instituto, rede_brasileira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>rdc, produtos, resolucao, norma, prazo, publicada, empresas, diario_oficial, registro, sanitaria, acordo, nova, partir, agencia, publicacao, uniao, uso, fabricacao, requisitos, diretoria_colegiada, lei, produto, medida, legenda_imagem, publicou, boas_praticas, normas, regulamento, procedimentos, risco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>vigilancia, sanitaria, medicamentos, estados, estado, projeto, paulo, saude, rio, brasilia, sul, nacional, profissionais, produtos, curso, rio_grande, parana, treinamento, programa, municipios, tecnicos, capacitacao, imprensa, uso, minas_gerais, janeiro, dias, participantes, informacao_assessoria, acoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26.0</td>\n",
       "      <td>registro, medicamentos, analise, produtos, peticoes, empresas, processos, processo, empresa, agencia, pedidos, pos, fila, peticao, novos, produto, avaliacao, documentos, alteracao, protocolo, registros, biologicos, prazo, peticionamento, nova, numero, autorizacao, concessao, procedimento, edital</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27.0</td>\n",
       "      <td>agencia, trabalho, acoes, sanitaria, desenvolvimento, nacional, objetivo, seguranca, processo, grupo, gestao, produtos, atividades, regulacao, projeto, instituicoes, setor, programa, vigilancia, acordo, sistema, qualidade, parceria, processos, representantes, sociedade, iniciativa, orgaos, participacao, servicos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28.0</td>\n",
       "      <td>casos, doenca, oms, areas, caso, saude, srag, pais, transmissao, dia, informacoes, dengue, sintomas, pessoas, medidas, controle, maio, organizacao_mundial, paises, brasil, viajantes, virus, dias, junho, ocorrencia, mosquito, sido, contato, sarampo, vigilancia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29.0</td>\n",
       "      <td>medicamentos, genericos, mercado, precos, referencia, generico, medicamento, cmed, saude, preco, consumidor, camara, regulacao, marco, similares, informacoes, lista, marca, laboratorios, lei, partir, ministerio, ajuste, brasilia, ano, apresentacoes, comercializacao, fator, dia, reajuste</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      0.0   \n",
       "1      1.0   \n",
       "2      2.0   \n",
       "3      3.0   \n",
       "4      4.0   \n",
       "5      5.0   \n",
       "6      6.0   \n",
       "7      7.0   \n",
       "8      8.0   \n",
       "9      9.0   \n",
       "10    10.0   \n",
       "11    11.0   \n",
       "12    12.0   \n",
       "13    13.0   \n",
       "14    14.0   \n",
       "15    15.0   \n",
       "16    16.0   \n",
       "17    17.0   \n",
       "18    18.0   \n",
       "19    19.0   \n",
       "20    20.0   \n",
       "21    21.0   \n",
       "22    22.0   \n",
       "23    23.0   \n",
       "24    24.0   \n",
       "25    25.0   \n",
       "26    26.0   \n",
       "27    27.0   \n",
       "28    28.0   \n",
       "29    29.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                         Keywords  \n",
       "0                                                reuniao, proposta, diretoria_colegiada, pauta, produtos, publica, partir, terca, agencia, evento, auditorio, dia, vivo, inscricoes, legenda_imagem, saude, encontro, reunioes, rdc, resolucao, interessados, propostas, tema, temas, transmissao, regulamentacao, trata, discussao, medicamentos, setor_regulado  \n",
       "1                                                                                 uso, produtos, saude, produto, propaganda, agencia, informacoes, venda, brasilia, consumidor, forma, resolucao, imprensa, medida, consumo, criancas, internet, embalagens, anos, riscos, caso, pessoas, propagandas, lei, assessoria, advertencia, alerta, tipo, evitar, alcool  \n",
       "2                                                                                      tabaco, produtos, controle, substancias, uso, derivados, brasil, cigarro, tabagismo, cigarros, lista, especial, aditivos, drogas, combate, objetivo, saude, pais, embalagens, medidas, substancia, fumar, canabidiol, consumo, meio, proibicao, paises, fumo, rdc, imagens  \n",
       "3                                 saude, servicos, curso, brasilia, site, profissionais, manual, avaliacao, vigilancia, acreditacao, dia, parceria, nacional, qualidade, publicacao, sanitaria, informacoes, disponivel, guia, informacao_assessoria, publica, instituicoes, edicao, imprensa, atividades, capacitacao, lancamento, projetos, resultado, objetivo  \n",
       "4                    empresa, produto, produtos, lote, ltda, uso, lotes, registro, diario_oficial, fabricado, suspensao, resolucao, agencia, medida, medicamento, mg, validade, publicada, uniao_dou, fabricacao, fabricados, determinou, mercado, legenda_imagem, sanitaria, distribuicao_comercializacao, marca, industria_comercio, determinou_suspensao, pais  \n",
       "5   noticias, quer_saber, siga, primeira_mao, desatualizada_clique_aqui, twitter_facebook_encontrou_alguma, informacao_errada, problema, noticia_mande, mail, twitter_encontrou, twitter_facebook, voce, twitter, mercurio, encontrou, tipo, forma, assim, caso, fazer, terapias_avancadas, avaliacao, terca, traz, acesse, problemas, proteinas, portal, celulas  \n",
       "6    medicamentos, controle, nacional, farmacopeia_brasileira, fitoterapicos, farmacias, bulas, medicamento, manipulacao, sistema, lista, insumos, rastreabilidade, prescricao, qualidade, farmaceutico, fracionamento, informacoes, farmaceuticos, substancias, insumos_farmaceuticos, uso, farmacia, bula, sncm, dados, imprensa, monografias, codigo, registro  \n",
       "7                    paises, brasil, saude, internacional, produtos, medicamentos, oms, encontro, reuniao, mundo, representantes, evento, regulacao, internacionais, cooperacao, organizacao_mundial, agencia, grupo, programa, qualidade, opas, informacoes, agencias_reguladoras, estados_unidos, agencias, forum, diretor_presidente, japao, argentina, global  \n",
       "8                                                                                            sangue, dados, bancos, relatorio, brasil, numero, pesquisa, saude, ano, anos, qualidade, unidades, servicos, virus, pais, ministerio, uso, periodo, nacional, producao, milhoes, hemoterapia, maior, tres, mil, informacoes, sanitaria, populacao, doadores, tecidos  \n",
       "9                                                  consulta_publica, proposta, contribuicoes, prazo, agencia, sanitaria, dia, sugestoes, vigilancia, nacional, dias, texto, produtos, cp, consulta, consultas_publicas, regulamentacao, propostas, meio, regulamento, envio, enviadas, interessados, poderao, edital, cep, encaminhadas, escrito, uso, formulario  \n",
       "10                          agencia, cargo, diretoria, comissao, diretor, sanitaria, gerencia_geral, regulacao, trabalho, dia, vigilancia, saude, nacional, marco, gestao, gerente_geral, cargos, diretor_presidente, diretores, anos, servidores, diretoria_colegiada, selecao, profissional, janeiro, sistema, quadro, processo_seletivo, legenda_imagem, cinco  \n",
       "11                                          saude, diretor_presidente, agencia, brasil, diretor, segundo, pais, ministerio, afirmou, presidente, destacou, ministro, populacao, pessoas, regulacao, disse, legenda_imagem, sociedade, imprensa, jarbas_barbosa, anos, representante, sanitaria, area, evento, encontro, dirceu_barbano, maior, debate, importante  \n",
       "12                                                                              atendimento, dia, agencia, brasilia, servicos, publico, central, dezembro, dias, legenda_imagem, servico, imprensa, unidade, sistema, sistemas, janeiro, junho, sede, horario, horas, manutencao, sexta, parlatorio, novembro, concurso, partir, periodo, site, segunda, portaria  \n",
       "13                                                           medicamento, tratamento, registro, medicamentos, produto, pacientes, brasil, uso, indicado, mercado, novo, doenca, substancia, registrado, cancer, empresa, mg, utilizado, pais, indicacao, forma, agencia, doencas, segunda, aprovado, farmaceutica, aprovou, risco, diario_oficial, legenda_imagem  \n",
       "14                                                                         vigilancia, saude, sanitaria, nacional, acoes, brasilia, evento, encontro, tema, sistema, representantes, conferencia, dia, ministerio, seminario, dias, sus, snvs, novembro, profissionais, forum, conselho, plano, participacao, temas, gestao, oficina, propostas, debate, trabalho  \n",
       "15                                                  produto, agencia, produtos, empresa, lote, laboratorio, saude, brasilia, medicamentos, medicamento, resolucao, imprensa, sanitaria, vigilancia, registro, informacoes, nacional, assessoria, qualidade, lotes, venda, ltda, mg, conforme, fabricacao, janeiro, empresas, falsificado, fiscalizacao, fabricado  \n",
       "16         saude, servicos, controle, uso, paciente, seguranca, profissionais, hospitais, pacientes, risco, programa, infeccao, infeccao_hospitalar, notificacao, eventos_adversos, nacional, medicos, hospital, infeccoes, antibioticos, prevencao, assistencia, maos, relacionados, problemas, reacoes_adversas, sistema, qualidade, equipamentos, notificacoes  \n",
       "17                                                              vacina, saude, certificado, vacinacao, febre_amarela, viajante, documento, orientacao, paises, civp, dengue, caso, pais, emissao, certificado_internacional, vacinas, virus, apresentacao, centros, anos, medico, necessidade, viajantes, brasil, destino, assinatura, oms, emitido, cepas, gripe  \n",
       "18                                        agrotoxicos, residuos, alimentos, analise, produtos, saude, meio_ambiente, uso, agricultura, risco, agrotoxico, programa, brasil, reavaliacao, produto, culturas, ministerio, data, amostras, declarado, ingrediente_ativo, avaliacao, resultados, valor, controle, riscos, carboidratos, glifosato, analises, registro  \n",
       "19                                   sanitaria, vigilancia, controle, sanitario, inspecao, agua, servicos, saude, importacao, fiscalizacao, porto, nacional, alimentos, portos_aeroportos_fronteiras, janeiro, transporte, acoes, alimentacao, rio, brasil, copa, embarcacoes, bordo, boas_praticas, entrada, brasilia, imprensa, procedimentos, condicoes, local  \n",
       "20                                                                                 sistema, informacoes, dados, produtos, acesso, empresas, site, mail, meio, agencia, informacao, brasilia, disponivel, sanitaria, consulta, vigilancia, portal, banco, usuarios, cadastro, guia, formulario, novo, eletronico, area, gov_br, servico, versao, forma, documentos  \n",
       "21                                                                            agencia, informacoes, processo, avaliacao, relacao, analise, decisao, caso, base, dados, importacao, temas, agenda_regulatoria, populacao, interesse, lei, forma, fase, publico, momento, documentos, parte, dessa, inicio, seguranca, sociedade, acordo, final, pedido, resultados  \n",
       "22                                               alimentos, alimento, sodio, rotulagem, saude, consumo, marca, lactose, amendoim, produtos, sal, ingredientes, mg, alimentacao, consumidor, uso, presenca, legislacao, quantidade, preparo, rotulos, alegacoes, suplementos_alimentares, contem, nacional, suplementos, consumidores, populacao, risco, categoria  \n",
       "23                  laboratorios, pesquisa, saude, qualidade, estudos, testes, pesquisas, bioequivalencia, centros, nacional, reblas, estudo, avaliacao, produtos, ensaios_clinicos, ensaios, area, cosmeticos, brasilia, agencia, servicos, objetivo, brasil, desenvolvimento, analise, animais, realizados, laboratorios_analiticos, instituto, rede_brasileira  \n",
       "24                                                 rdc, produtos, resolucao, norma, prazo, publicada, empresas, diario_oficial, registro, sanitaria, acordo, nova, partir, agencia, publicacao, uniao, uso, fabricacao, requisitos, diretoria_colegiada, lei, produto, medida, legenda_imagem, publicou, boas_praticas, normas, regulamento, procedimentos, risco  \n",
       "25                                               vigilancia, sanitaria, medicamentos, estados, estado, projeto, paulo, saude, rio, brasilia, sul, nacional, profissionais, produtos, curso, rio_grande, parana, treinamento, programa, municipios, tecnicos, capacitacao, imprensa, uso, minas_gerais, janeiro, dias, participantes, informacao_assessoria, acoes  \n",
       "26                                                       registro, medicamentos, analise, produtos, peticoes, empresas, processos, processo, empresa, agencia, pedidos, pos, fila, peticao, novos, produto, avaliacao, documentos, alteracao, protocolo, registros, biologicos, prazo, peticionamento, nova, numero, autorizacao, concessao, procedimento, edital  \n",
       "27                                      agencia, trabalho, acoes, sanitaria, desenvolvimento, nacional, objetivo, seguranca, processo, grupo, gestao, produtos, atividades, regulacao, projeto, instituicoes, setor, programa, vigilancia, acordo, sistema, qualidade, parceria, processos, representantes, sociedade, iniciativa, orgaos, participacao, servicos  \n",
       "28                                                                                            casos, doenca, oms, areas, caso, saude, srag, pais, transmissao, dia, informacoes, dengue, sintomas, pessoas, medidas, controle, maio, organizacao_mundial, paises, brasil, viajantes, virus, dias, junho, ocorrencia, mosquito, sido, contato, sarampo, vigilancia  \n",
       "29                                                                medicamentos, genericos, mercado, precos, referencia, generico, medicamento, cmed, saude, preco, consumidor, camara, regulacao, marco, similares, informacoes, lista, marca, laboratorios, lei, partir, ministerio, ajuste, brasilia, ano, apresentacoes, comercializacao, fator, dia, reajuste  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('anvisa-option2-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num), topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notícia mais representativa para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9667</td>\n",
       "      <td>$chapeu_da_noticia.getData() A Anvisa realiza, nesta terça-feira (15/9), a 17ª Reunião Aberta ao Público da Diretoria Colegiada (Dicol). $legenda...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8879</td>\n",
       "      <td>Brasília, 12 de fevereiro de 2004 - 14h40 Resolução sobre o álcool gel continua em vigor Desde agosto de 2002 está proibida a venda de álcool líq...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9793</td>\n",
       "      <td>Está na pauta do Supremo Tribunal Federal (STF), para o dia 22 de novembro, a Ação Direta de Inconstitucionalidade (ADI) nº 4874, que questiona a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9871</td>\n",
       "      <td>Brasília, 21 de janeiro de 2005 - 11h30 Site é um dos dez melhores em duas categorias do Prêmio iBest A Anvisa agradece a todos que participaram ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.9952</td>\n",
       "      <td>Por não possuir registro na Anvisa. Bion Cosmética Ltda, localizada em Campo Grande- RJ. Produtos Lannes Shampoo Premium- Anti residues e Definit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.5498</td>\n",
       "      <td>Consulta pública Anvisa coloca em discussão regras para pesquisa clínica com base em terapia celular, engenharia de tecidos e terapia gênica à ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.7756</td>\n",
       "      <td>Brasília, 8 de fevereiro de 2006 - 14h30 Nova atualização da lista de Denominações Comuns Brasileiras A Anvisa divulga nova atualização da lista ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.9847</td>\n",
       "      <td>$chapeu_da_noticia.getData() $legenda-imagem.getData() Durante as reuniões da 10ª Cúpula de Autoridades Reguladoras de Medicamentos e da Coalizão...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.9345</td>\n",
       "      <td>$chapeu_da_noticia.getData() Em 2013, foram realizadas mais de 52 mil transferências de embriões em pacientes submetidas a técnicas de fertilizaç...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>0.9794</td>\n",
       "      <td>$chapeu_da_noticia.getData() Cidadãos, representantes do setor regulado e da sociedade civil poderão contribuir com as Consultas Públicas nº 75/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.9147</td>\n",
       "      <td>$chapeu_da_noticia.getData() O Diário Oficial da União desta sexta-feira (16) publicou a nomeação de Fernando Mendes Garcia Neto para o cargo de ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.8786</td>\n",
       "      <td>Ascom/Anvisa Barbosa participou do congresso Future Trends com a palestra “Desafios na Regulação Sanitária no Brasil” e compôs a mesa “Redefinind...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0.9731</td>\n",
       "      <td>$chapeu_da_noticia.getData() $legenda-imagem.getData() A Anvisa informa que o horário de atendimento presencial na Unidade de Gestão do Atendimen...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.9881</td>\n",
       "      <td>$chapeu_da_noticia.getData() A Anvisa concedeu o registro a um novo genérico cujas substâncias associadas em um mesmo medicamento ainda não tinha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.9220</td>\n",
       "      <td>Brasília, 13 de setembro de 2001 Participe da teleconferência \"Vigilância Sanitária: proteção e promoção da saúde\" Leia mais sobre a I Conferênci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.9878</td>\n",
       "      <td>Brasília, 30 de janeiro de 2004 - 16h55 Lotes de medicamentos do laboratório Greenpharma estão interditados Lotes de dois medicamentos fabricados...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>0.8786</td>\n",
       "      <td>A Organização Mundial de Saúde (OMS) definiu 5 de maio como dia mundial de higiene das mãos. A cada ano, centenas de milhões de pacientes em todo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>0.9890</td>\n",
       "      <td>Certificado Internacional de Vacinação Medida foi adotada por causa do surto da doença em Minas Gerais, São Paulo, Espírito Santo e Bahia Devido ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>0.6518</td>\n",
       "      <td>$chapeu_da_noticia.getData() A diretoria colegiada da Anvisa aprovou, nesta quinta-feira (20/8), o início da reavaliação toxicológica de cinco in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.8283</td>\n",
       "      <td>Navios de Cruzeiro Ao todo foram inspecionados 39 navios de cruzeiro. Desses, 33 apresentaram excelentes condições sanitárias. O resultado sinali...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.9821</td>\n",
       "      <td>Brasília, 13 de fevereiro de 2004 - 10h20 Atualizado banco de informações sobre psicotrópicos (versão 1.15) O Grupo de Trabalho do SNGPC (PDF) ap...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.7818</td>\n",
       "      <td>$chapeu_da_noticia.getData() $legenda-imagem.getData() A última reunião aberta ao público da Diretoria Colegiada da Anvisa apresentou os resultad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>0.8740</td>\n",
       "      <td>Nesta segunda-feira (30/11), a Anvisa determinou a proibição de diversos produtos fabricados por Hilê Industria de Alimentos Ltda A empresa já ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.9940</td>\n",
       "      <td>Brasília, 8 de dezembro de 2004 - 15h Pesquisa para identificar laboratórios sobre retinol é prorrogada A Anvisa prorrogou prazo para realização ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.9906</td>\n",
       "      <td>A Anvisa estabeleceu o prazo de seis meses, contado a partir do dia 27 de abril, para que os fabricantes e os importadoras façam a adequação de r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.9866</td>\n",
       "      <td>Brasília, 24 de abril de 2006 - 18h Programa Farmácias Notificadoras chega a Alagoas Nesta segunda-feira (24/4), começa a implantação do Programa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.9108</td>\n",
       "      <td>REGISTRO DE MEDICAMENTOS SINTÉTICOS Esclarecimento acerca dos códigos de assunto para consulta prévia sobre bioisenção Os códigos de assunto 1092...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27.0</td>\n",
       "      <td>0.9106</td>\n",
       "      <td>Anvisa e Sebrae assinam acordo que apoia o desenvolvimento de micro e pequenas empresas. Cooperação fortalecerá rede de simplificação de registro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.9974</td>\n",
       "      <td>Brasília, 19 de maio de 2003 - 19h20 Nota técnica sobre Síndrome Respiratória Aguda Grave (SRAG) De acordo com informações da Organização Mundial...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29.0</td>\n",
       "      <td>0.8765</td>\n",
       "      <td>Brasília, 28 de fevereiro de 2005 - 18h25 CMED divulga critérios para reajuste de preços de medicamentos Os critérios para a composição de fatore...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topic_Num  Topic_Perc_Contrib  \\\n",
       "0         0.0              0.9667   \n",
       "1         1.0              0.8879   \n",
       "2         2.0              0.9793   \n",
       "3         3.0              0.9871   \n",
       "4         4.0              0.9952   \n",
       "5         5.0              0.5498   \n",
       "6         6.0              0.7756   \n",
       "7         7.0              0.9847   \n",
       "8         8.0              0.9345   \n",
       "9         9.0              0.9794   \n",
       "10       10.0              0.9147   \n",
       "11       11.0              0.8786   \n",
       "12       12.0              0.9731   \n",
       "13       13.0              0.9881   \n",
       "14       14.0              0.9220   \n",
       "15       15.0              0.9878   \n",
       "16       16.0              0.8786   \n",
       "17       17.0              0.9890   \n",
       "18       18.0              0.6518   \n",
       "19       19.0              0.8283   \n",
       "20       20.0              0.9821   \n",
       "21       21.0              0.7818   \n",
       "22       22.0              0.8740   \n",
       "23       23.0              0.9940   \n",
       "24       24.0              0.9906   \n",
       "25       25.0              0.9866   \n",
       "26       26.0              0.9108   \n",
       "27       27.0              0.9106   \n",
       "28       28.0              0.9974   \n",
       "29       29.0              0.8765   \n",
       "\n",
       "                                                                                                                                                     Text  \n",
       "0    $chapeu_da_noticia.getData() A Anvisa realiza, nesta terça-feira (15/9), a 17ª Reunião Aberta ao Público da Diretoria Colegiada (Dicol). $legenda...  \n",
       "1    Brasília, 12 de fevereiro de 2004 - 14h40 Resolução sobre o álcool gel continua em vigor Desde agosto de 2002 está proibida a venda de álcool líq...  \n",
       "2    Está na pauta do Supremo Tribunal Federal (STF), para o dia 22 de novembro, a Ação Direta de Inconstitucionalidade (ADI) nº 4874, que questiona a...  \n",
       "3    Brasília, 21 de janeiro de 2005 - 11h30 Site é um dos dez melhores em duas categorias do Prêmio iBest A Anvisa agradece a todos que participaram ...  \n",
       "4    Por não possuir registro na Anvisa. Bion Cosmética Ltda, localizada em Campo Grande- RJ. Produtos Lannes Shampoo Premium- Anti residues e Definit...  \n",
       "5    Consulta pública Anvisa coloca em discussão regras para pesquisa clínica com base em terapia celular, engenharia de tecidos e terapia gênica à ba...  \n",
       "6    Brasília, 8 de fevereiro de 2006 - 14h30 Nova atualização da lista de Denominações Comuns Brasileiras A Anvisa divulga nova atualização da lista ...  \n",
       "7    $chapeu_da_noticia.getData() $legenda-imagem.getData() Durante as reuniões da 10ª Cúpula de Autoridades Reguladoras de Medicamentos e da Coalizão...  \n",
       "8    $chapeu_da_noticia.getData() Em 2013, foram realizadas mais de 52 mil transferências de embriões em pacientes submetidas a técnicas de fertilizaç...  \n",
       "9    $chapeu_da_noticia.getData() Cidadãos, representantes do setor regulado e da sociedade civil poderão contribuir com as Consultas Públicas nº 75/2...  \n",
       "10   $chapeu_da_noticia.getData() O Diário Oficial da União desta sexta-feira (16) publicou a nomeação de Fernando Mendes Garcia Neto para o cargo de ...  \n",
       "11   Ascom/Anvisa Barbosa participou do congresso Future Trends com a palestra “Desafios na Regulação Sanitária no Brasil” e compôs a mesa “Redefinind...  \n",
       "12   $chapeu_da_noticia.getData() $legenda-imagem.getData() A Anvisa informa que o horário de atendimento presencial na Unidade de Gestão do Atendimen...  \n",
       "13   $chapeu_da_noticia.getData() A Anvisa concedeu o registro a um novo genérico cujas substâncias associadas em um mesmo medicamento ainda não tinha...  \n",
       "14   Brasília, 13 de setembro de 2001 Participe da teleconferência \"Vigilância Sanitária: proteção e promoção da saúde\" Leia mais sobre a I Conferênci...  \n",
       "15   Brasília, 30 de janeiro de 2004 - 16h55 Lotes de medicamentos do laboratório Greenpharma estão interditados Lotes de dois medicamentos fabricados...  \n",
       "16   A Organização Mundial de Saúde (OMS) definiu 5 de maio como dia mundial de higiene das mãos. A cada ano, centenas de milhões de pacientes em todo...  \n",
       "17   Certificado Internacional de Vacinação Medida foi adotada por causa do surto da doença em Minas Gerais, São Paulo, Espírito Santo e Bahia Devido ...  \n",
       "18   $chapeu_da_noticia.getData() A diretoria colegiada da Anvisa aprovou, nesta quinta-feira (20/8), o início da reavaliação toxicológica de cinco in...  \n",
       "19   Navios de Cruzeiro Ao todo foram inspecionados 39 navios de cruzeiro. Desses, 33 apresentaram excelentes condições sanitárias. O resultado sinali...  \n",
       "20   Brasília, 13 de fevereiro de 2004 - 10h20 Atualizado banco de informações sobre psicotrópicos (versão 1.15) O Grupo de Trabalho do SNGPC (PDF) ap...  \n",
       "21   $chapeu_da_noticia.getData() $legenda-imagem.getData() A última reunião aberta ao público da Diretoria Colegiada da Anvisa apresentou os resultad...  \n",
       "22   Nesta segunda-feira (30/11), a Anvisa determinou a proibição de diversos produtos fabricados por Hilê Industria de Alimentos Ltda A empresa já ha...  \n",
       "23   Brasília, 8 de dezembro de 2004 - 15h Pesquisa para identificar laboratórios sobre retinol é prorrogada A Anvisa prorrogou prazo para realização ...  \n",
       "24   A Anvisa estabeleceu o prazo de seis meses, contado a partir do dia 27 de abril, para que os fabricantes e os importadoras façam a adequação de r...  \n",
       "25   Brasília, 24 de abril de 2006 - 18h Programa Farmácias Notificadoras chega a Alagoas Nesta segunda-feira (24/4), começa a implantação do Programa...  \n",
       "26   REGISTRO DE MEDICAMENTOS SINTÉTICOS Esclarecimento acerca dos códigos de assunto para consulta prévia sobre bioisenção Os códigos de assunto 1092...  \n",
       "27   Anvisa e Sebrae assinam acordo que apoia o desenvolvimento de micro e pequenas empresas. Cooperação fortalecerá rede de simplificação de registro...  \n",
       "28   Brasília, 19 de maio de 2003 - 19h20 Nota técnica sobre Síndrome Respiratória Aguda Grave (SRAG) De acordo com informações da Organização Mundial...  \n",
       "29   Brasília, 28 de fevereiro de 2005 - 18h25 CMED divulga critérios para reajuste de preços de medicamentos Os critérios para a composição de fatore...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "\n",
    "df_topic_sents_keywords = format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(1)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 150\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_2000_init = 0\n",
    "index_2001_init = 33\n",
    "index_2002_init = 163\n",
    "index_2003_init = 372\n",
    "index_2004_init = 680\n",
    "index_2005_init = 1005\n",
    "index_2006_init = 1239\n",
    "index_2007_init = 1529\n",
    "index_2008_init = 1538\n",
    "index_2009_init = 1656\n",
    "index_2010_init = 1772\n",
    "index_2011_init = 1891\n",
    "index_2012_init = 2015\n",
    "index_2013_init = 2137\n",
    "index_2014_init = 2263\n",
    "index_2015_init = 2621\n",
    "index_2016_init = 3180\n",
    "index_2017_init = 3794\n",
    "index_2018_init = 4485\n",
    "index_2018_end = 4576\n",
    "\n",
    "indexes = [0, 33, 163, 372, 680, 1005, 1239, 1529, 1538, 1656, 1772, 1891, 2015, 2137, 2263, 2621, 3180, 3794, 4485, 4576]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2141e9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2141ebe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2141eda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ad6d940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2c4ba668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2cf193c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2d16b278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2d5a43c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2efb1940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f0edcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f22c3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f177f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f177b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f2784a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f3c05f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ad4e3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f112198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ef10400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2f03d470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>T27</th>\n",
       "      <th>T28</th>\n",
       "      <th>T29</th>\n",
       "      <th>T30</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.077433</td>\n",
       "      <td>0.002626</td>\n",
       "      <td>0.022096</td>\n",
       "      <td>0.072520</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.027080</td>\n",
       "      <td>0.016317</td>\n",
       "      <td>0.021785</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014325</td>\n",
       "      <td>0.019702</td>\n",
       "      <td>0.010671</td>\n",
       "      <td>0.129131</td>\n",
       "      <td>0.029599</td>\n",
       "      <td>0.008355</td>\n",
       "      <td>0.102329</td>\n",
       "      <td>0.000999</td>\n",
       "      <td>0.067097</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>0.001021</td>\n",
       "      <td>0.080582</td>\n",
       "      <td>0.006679</td>\n",
       "      <td>0.026461</td>\n",
       "      <td>0.046446</td>\n",
       "      <td>0.000542</td>\n",
       "      <td>0.005826</td>\n",
       "      <td>0.012460</td>\n",
       "      <td>0.022465</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008929</td>\n",
       "      <td>0.046886</td>\n",
       "      <td>0.016821</td>\n",
       "      <td>0.106168</td>\n",
       "      <td>0.026562</td>\n",
       "      <td>0.009958</td>\n",
       "      <td>0.056346</td>\n",
       "      <td>0.005217</td>\n",
       "      <td>0.072964</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.003220</td>\n",
       "      <td>0.090523</td>\n",
       "      <td>0.004571</td>\n",
       "      <td>0.024706</td>\n",
       "      <td>0.067197</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>0.016075</td>\n",
       "      <td>0.012427</td>\n",
       "      <td>0.018852</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012897</td>\n",
       "      <td>0.012470</td>\n",
       "      <td>0.030814</td>\n",
       "      <td>0.080540</td>\n",
       "      <td>0.022371</td>\n",
       "      <td>0.009446</td>\n",
       "      <td>0.071048</td>\n",
       "      <td>0.008423</td>\n",
       "      <td>0.025817</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>0.000781</td>\n",
       "      <td>0.055632</td>\n",
       "      <td>0.009197</td>\n",
       "      <td>0.038597</td>\n",
       "      <td>0.033629</td>\n",
       "      <td>0.000483</td>\n",
       "      <td>0.019141</td>\n",
       "      <td>0.015670</td>\n",
       "      <td>0.017706</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021209</td>\n",
       "      <td>0.009942</td>\n",
       "      <td>0.046316</td>\n",
       "      <td>0.081760</td>\n",
       "      <td>0.032515</td>\n",
       "      <td>0.017475</td>\n",
       "      <td>0.056456</td>\n",
       "      <td>0.077782</td>\n",
       "      <td>0.027777</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>0.002328</td>\n",
       "      <td>0.083118</td>\n",
       "      <td>0.003144</td>\n",
       "      <td>0.033418</td>\n",
       "      <td>0.042930</td>\n",
       "      <td>0.000844</td>\n",
       "      <td>0.012227</td>\n",
       "      <td>0.011878</td>\n",
       "      <td>0.012475</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011265</td>\n",
       "      <td>0.020816</td>\n",
       "      <td>0.049705</td>\n",
       "      <td>0.055177</td>\n",
       "      <td>0.019448</td>\n",
       "      <td>0.020085</td>\n",
       "      <td>0.069133</td>\n",
       "      <td>0.012818</td>\n",
       "      <td>0.019350</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.004893</td>\n",
       "      <td>0.057455</td>\n",
       "      <td>0.003081</td>\n",
       "      <td>0.040022</td>\n",
       "      <td>0.092257</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.065216</td>\n",
       "      <td>0.020372</td>\n",
       "      <td>0.010012</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017048</td>\n",
       "      <td>0.015865</td>\n",
       "      <td>0.010043</td>\n",
       "      <td>0.067944</td>\n",
       "      <td>0.037695</td>\n",
       "      <td>0.011877</td>\n",
       "      <td>0.078984</td>\n",
       "      <td>0.011116</td>\n",
       "      <td>0.015501</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>0.008021</td>\n",
       "      <td>0.032318</td>\n",
       "      <td>0.004722</td>\n",
       "      <td>0.059259</td>\n",
       "      <td>0.172510</td>\n",
       "      <td>0.000518</td>\n",
       "      <td>0.031678</td>\n",
       "      <td>0.021445</td>\n",
       "      <td>0.016315</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007258</td>\n",
       "      <td>0.012408</td>\n",
       "      <td>0.013949</td>\n",
       "      <td>0.061740</td>\n",
       "      <td>0.078868</td>\n",
       "      <td>0.002931</td>\n",
       "      <td>0.082955</td>\n",
       "      <td>0.008299</td>\n",
       "      <td>0.010003</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>0.017817</td>\n",
       "      <td>0.155123</td>\n",
       "      <td>0.308629</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>0.013487</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>0.003153</td>\n",
       "      <td>0.032019</td>\n",
       "      <td>0.016134</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032509</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>0.054473</td>\n",
       "      <td>0.012840</td>\n",
       "      <td>0.010173</td>\n",
       "      <td>0.046016</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>0.000325</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.009511</td>\n",
       "      <td>0.037185</td>\n",
       "      <td>0.005702</td>\n",
       "      <td>0.008019</td>\n",
       "      <td>0.073291</td>\n",
       "      <td>0.000835</td>\n",
       "      <td>0.018247</td>\n",
       "      <td>0.038697</td>\n",
       "      <td>0.018287</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026319</td>\n",
       "      <td>0.015200</td>\n",
       "      <td>0.006974</td>\n",
       "      <td>0.080090</td>\n",
       "      <td>0.043126</td>\n",
       "      <td>0.042264</td>\n",
       "      <td>0.105437</td>\n",
       "      <td>0.003917</td>\n",
       "      <td>0.005236</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>0.006381</td>\n",
       "      <td>0.050929</td>\n",
       "      <td>0.005414</td>\n",
       "      <td>0.003585</td>\n",
       "      <td>0.160376</td>\n",
       "      <td>0.000530</td>\n",
       "      <td>0.021210</td>\n",
       "      <td>0.021058</td>\n",
       "      <td>0.009156</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016046</td>\n",
       "      <td>0.025289</td>\n",
       "      <td>0.002564</td>\n",
       "      <td>0.114109</td>\n",
       "      <td>0.036649</td>\n",
       "      <td>0.013242</td>\n",
       "      <td>0.053910</td>\n",
       "      <td>0.013598</td>\n",
       "      <td>0.016641</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>0.017924</td>\n",
       "      <td>0.045659</td>\n",
       "      <td>0.008214</td>\n",
       "      <td>0.003003</td>\n",
       "      <td>0.169358</td>\n",
       "      <td>0.001045</td>\n",
       "      <td>0.022585</td>\n",
       "      <td>0.028083</td>\n",
       "      <td>0.028738</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017605</td>\n",
       "      <td>0.028490</td>\n",
       "      <td>0.004119</td>\n",
       "      <td>0.101170</td>\n",
       "      <td>0.034603</td>\n",
       "      <td>0.025004</td>\n",
       "      <td>0.095246</td>\n",
       "      <td>0.002588</td>\n",
       "      <td>0.003637</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>0.022168</td>\n",
       "      <td>0.022398</td>\n",
       "      <td>0.010114</td>\n",
       "      <td>0.001835</td>\n",
       "      <td>0.099309</td>\n",
       "      <td>0.000316</td>\n",
       "      <td>0.021618</td>\n",
       "      <td>0.057277</td>\n",
       "      <td>0.020194</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023078</td>\n",
       "      <td>0.020323</td>\n",
       "      <td>0.010557</td>\n",
       "      <td>0.126162</td>\n",
       "      <td>0.031850</td>\n",
       "      <td>0.012303</td>\n",
       "      <td>0.120612</td>\n",
       "      <td>0.006851</td>\n",
       "      <td>0.010819</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.046106</td>\n",
       "      <td>0.016729</td>\n",
       "      <td>0.002343</td>\n",
       "      <td>0.010959</td>\n",
       "      <td>0.175223</td>\n",
       "      <td>0.001062</td>\n",
       "      <td>0.006922</td>\n",
       "      <td>0.088304</td>\n",
       "      <td>0.020945</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048608</td>\n",
       "      <td>0.021683</td>\n",
       "      <td>0.005714</td>\n",
       "      <td>0.093977</td>\n",
       "      <td>0.011762</td>\n",
       "      <td>0.020916</td>\n",
       "      <td>0.095464</td>\n",
       "      <td>0.002226</td>\n",
       "      <td>0.004068</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.028623</td>\n",
       "      <td>0.011112</td>\n",
       "      <td>0.005629</td>\n",
       "      <td>0.016730</td>\n",
       "      <td>0.203944</td>\n",
       "      <td>0.001246</td>\n",
       "      <td>0.015176</td>\n",
       "      <td>0.043045</td>\n",
       "      <td>0.018069</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051132</td>\n",
       "      <td>0.024157</td>\n",
       "      <td>0.007578</td>\n",
       "      <td>0.078313</td>\n",
       "      <td>0.023799</td>\n",
       "      <td>0.012959</td>\n",
       "      <td>0.099993</td>\n",
       "      <td>0.002556</td>\n",
       "      <td>0.007266</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.050604</td>\n",
       "      <td>0.020483</td>\n",
       "      <td>0.007217</td>\n",
       "      <td>0.015242</td>\n",
       "      <td>0.227871</td>\n",
       "      <td>0.000536</td>\n",
       "      <td>0.019903</td>\n",
       "      <td>0.037491</td>\n",
       "      <td>0.011538</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043688</td>\n",
       "      <td>0.020517</td>\n",
       "      <td>0.009813</td>\n",
       "      <td>0.102671</td>\n",
       "      <td>0.009673</td>\n",
       "      <td>0.022010</td>\n",
       "      <td>0.085143</td>\n",
       "      <td>0.004827</td>\n",
       "      <td>0.012607</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.042853</td>\n",
       "      <td>0.014676</td>\n",
       "      <td>0.004203</td>\n",
       "      <td>0.008868</td>\n",
       "      <td>0.339022</td>\n",
       "      <td>0.001389</td>\n",
       "      <td>0.014391</td>\n",
       "      <td>0.021983</td>\n",
       "      <td>0.020628</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032204</td>\n",
       "      <td>0.013867</td>\n",
       "      <td>0.014385</td>\n",
       "      <td>0.080539</td>\n",
       "      <td>0.010015</td>\n",
       "      <td>0.033310</td>\n",
       "      <td>0.056345</td>\n",
       "      <td>0.005042</td>\n",
       "      <td>0.006520</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>0.048074</td>\n",
       "      <td>0.017335</td>\n",
       "      <td>0.010953</td>\n",
       "      <td>0.011422</td>\n",
       "      <td>0.243776</td>\n",
       "      <td>0.005240</td>\n",
       "      <td>0.021844</td>\n",
       "      <td>0.038586</td>\n",
       "      <td>0.023507</td>\n",
       "      <td>...</td>\n",
       "      <td>0.040419</td>\n",
       "      <td>0.022646</td>\n",
       "      <td>0.009406</td>\n",
       "      <td>0.101746</td>\n",
       "      <td>0.005020</td>\n",
       "      <td>0.037556</td>\n",
       "      <td>0.075631</td>\n",
       "      <td>0.005506</td>\n",
       "      <td>0.006046</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>0.050274</td>\n",
       "      <td>0.022682</td>\n",
       "      <td>0.012921</td>\n",
       "      <td>0.010301</td>\n",
       "      <td>0.173896</td>\n",
       "      <td>0.068788</td>\n",
       "      <td>0.018921</td>\n",
       "      <td>0.040738</td>\n",
       "      <td>0.016251</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034527</td>\n",
       "      <td>0.023802</td>\n",
       "      <td>0.004537</td>\n",
       "      <td>0.074991</td>\n",
       "      <td>0.008933</td>\n",
       "      <td>0.033728</td>\n",
       "      <td>0.078485</td>\n",
       "      <td>0.002430</td>\n",
       "      <td>0.004849</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>0.043757</td>\n",
       "      <td>0.017701</td>\n",
       "      <td>0.023828</td>\n",
       "      <td>0.004349</td>\n",
       "      <td>0.131332</td>\n",
       "      <td>0.077891</td>\n",
       "      <td>0.020787</td>\n",
       "      <td>0.023922</td>\n",
       "      <td>0.013638</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050280</td>\n",
       "      <td>0.009890</td>\n",
       "      <td>0.004302</td>\n",
       "      <td>0.100546</td>\n",
       "      <td>0.004080</td>\n",
       "      <td>0.059906</td>\n",
       "      <td>0.088769</td>\n",
       "      <td>0.005797</td>\n",
       "      <td>0.003646</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano        T1        T2        T3        T4        T5        T6  \\\n",
       "0  2000.0  0.000320  0.077433  0.002626  0.022096  0.072520  0.000320   \n",
       "0  2001.0  0.001021  0.080582  0.006679  0.026461  0.046446  0.000542   \n",
       "0  2002.0  0.003220  0.090523  0.004571  0.024706  0.067197  0.000681   \n",
       "0  2003.0  0.000781  0.055632  0.009197  0.038597  0.033629  0.000483   \n",
       "0  2004.0  0.002328  0.083118  0.003144  0.033418  0.042930  0.000844   \n",
       "0  2005.0  0.004893  0.057455  0.003081  0.040022  0.092257  0.000441   \n",
       "0  2006.0  0.008021  0.032318  0.004722  0.059259  0.172510  0.000518   \n",
       "0  2007.0  0.017817  0.155123  0.308629  0.000325  0.013487  0.000325   \n",
       "0  2008.0  0.009511  0.037185  0.005702  0.008019  0.073291  0.000835   \n",
       "0  2009.0  0.006381  0.050929  0.005414  0.003585  0.160376  0.000530   \n",
       "0  2010.0  0.017924  0.045659  0.008214  0.003003  0.169358  0.001045   \n",
       "0  2011.0  0.022168  0.022398  0.010114  0.001835  0.099309  0.000316   \n",
       "0  2012.0  0.046106  0.016729  0.002343  0.010959  0.175223  0.001062   \n",
       "0  2013.0  0.028623  0.011112  0.005629  0.016730  0.203944  0.001246   \n",
       "0  2014.0  0.050604  0.020483  0.007217  0.015242  0.227871  0.000536   \n",
       "0  2015.0  0.042853  0.014676  0.004203  0.008868  0.339022  0.001389   \n",
       "0  2016.0  0.048074  0.017335  0.010953  0.011422  0.243776  0.005240   \n",
       "0  2017.0  0.050274  0.022682  0.012921  0.010301  0.173896  0.068788   \n",
       "0  2018.0  0.043757  0.017701  0.023828  0.004349  0.131332  0.077891   \n",
       "\n",
       "         T7        T8        T9  ...         T22       T23       T24  \\\n",
       "0  0.027080  0.016317  0.021785  ...    0.014325  0.019702  0.010671   \n",
       "0  0.005826  0.012460  0.022465  ...    0.008929  0.046886  0.016821   \n",
       "0  0.016075  0.012427  0.018852  ...    0.012897  0.012470  0.030814   \n",
       "0  0.019141  0.015670  0.017706  ...    0.021209  0.009942  0.046316   \n",
       "0  0.012227  0.011878  0.012475  ...    0.011265  0.020816  0.049705   \n",
       "0  0.065216  0.020372  0.010012  ...    0.017048  0.015865  0.010043   \n",
       "0  0.031678  0.021445  0.016315  ...    0.007258  0.012408  0.013949   \n",
       "0  0.003153  0.032019  0.016134  ...    0.032509  0.000325  0.000325   \n",
       "0  0.018247  0.038697  0.018287  ...    0.026319  0.015200  0.006974   \n",
       "0  0.021210  0.021058  0.009156  ...    0.016046  0.025289  0.002564   \n",
       "0  0.022585  0.028083  0.028738  ...    0.017605  0.028490  0.004119   \n",
       "0  0.021618  0.057277  0.020194  ...    0.023078  0.020323  0.010557   \n",
       "0  0.006922  0.088304  0.020945  ...    0.048608  0.021683  0.005714   \n",
       "0  0.015176  0.043045  0.018069  ...    0.051132  0.024157  0.007578   \n",
       "0  0.019903  0.037491  0.011538  ...    0.043688  0.020517  0.009813   \n",
       "0  0.014391  0.021983  0.020628  ...    0.032204  0.013867  0.014385   \n",
       "0  0.021844  0.038586  0.023507  ...    0.040419  0.022646  0.009406   \n",
       "0  0.018921  0.040738  0.016251  ...    0.034527  0.023802  0.004537   \n",
       "0  0.020787  0.023922  0.013638  ...    0.050280  0.009890  0.004302   \n",
       "\n",
       "        T25       T26       T27       T28       T29       T30  Total  \n",
       "0  0.129131  0.029599  0.008355  0.102329  0.000999  0.067097    1.0  \n",
       "0  0.106168  0.026562  0.009958  0.056346  0.005217  0.072964    1.0  \n",
       "0  0.080540  0.022371  0.009446  0.071048  0.008423  0.025817    1.0  \n",
       "0  0.081760  0.032515  0.017475  0.056456  0.077782  0.027777    1.0  \n",
       "0  0.055177  0.019448  0.020085  0.069133  0.012818  0.019350    1.0  \n",
       "0  0.067944  0.037695  0.011877  0.078984  0.011116  0.015501    1.0  \n",
       "0  0.061740  0.078868  0.002931  0.082955  0.008299  0.010003    1.0  \n",
       "0  0.054473  0.012840  0.010173  0.046016  0.000325  0.000325    1.0  \n",
       "0  0.080090  0.043126  0.042264  0.105437  0.003917  0.005236    1.0  \n",
       "0  0.114109  0.036649  0.013242  0.053910  0.013598  0.016641    1.0  \n",
       "0  0.101170  0.034603  0.025004  0.095246  0.002588  0.003637    1.0  \n",
       "0  0.126162  0.031850  0.012303  0.120612  0.006851  0.010819    1.0  \n",
       "0  0.093977  0.011762  0.020916  0.095464  0.002226  0.004068    1.0  \n",
       "0  0.078313  0.023799  0.012959  0.099993  0.002556  0.007266    1.0  \n",
       "0  0.102671  0.009673  0.022010  0.085143  0.004827  0.012607    1.0  \n",
       "0  0.080539  0.010015  0.033310  0.056345  0.005042  0.006520    1.0  \n",
       "0  0.101746  0.005020  0.037556  0.075631  0.005506  0.006046    1.0  \n",
       "0  0.074991  0.008933  0.033728  0.078485  0.002430  0.004849    1.0  \n",
       "0  0.100546  0.004080  0.059906  0.088769  0.005797  0.003646    1.0  \n",
       "\n",
       "[19 rows x 32 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):\n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "        \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "        \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "year = 2000\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('anvisa-option2-thetas.csv',index=False)\n",
    "topics_df.to_csv('anvisa-option2-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('anvisa-option2.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'anvisa-option2-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'anvisa-option2-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2bda4d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=900,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(6,5, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('anvisa-wordcloud-2.eps')\n",
    "    f.savefig('anvisa-wordcloud-2.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
